{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "hide_input": false
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "from utils import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CNN interpretation with CAM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CAM and hooks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.166899</td>\n",
       "      <td>0.026620</td>\n",
       "      <td>0.005413</td>\n",
       "      <td>00:13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.061859</td>\n",
       "      <td>0.009713</td>\n",
       "      <td>0.004060</td>\n",
       "      <td>00:18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "path = untar_data(URLs.PETS)/'images'\n",
    "def is_cat(x): return x[0].isupper()\n",
    "dls = ImageDataLoaders.from_name_func(\n",
    "    path, get_image_files(path), valid_pct=0.2, seed=42,\n",
    "    label_func=is_cat, item_tfms=Resize(224))\n",
    "learn = cnn_learner(dls, resnet34, metrics=error_rate)\n",
    "learn.fine_tune(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = PILImage.create('images/chapter1_cat_example.jpg')\n",
    "x, = first(dls.test_dl([img]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Hook():\n",
    "    def hook_func(self, m, i, o): self.stored = o.detach().clone()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "hook_output = Hook()\n",
    "hook = learn.model[0].register_forward_hook(hook_output.hook_func)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "with torch.no_grad(): output = learn.model.eval()(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "act = hook_output.stored[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[1.4325e-06, 1.0000e+00]], device='cuda:0')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "F.softmax(output, dim=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#2) [False,True]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dls.vocab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 3, 224, 224])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([2, 7, 7])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cam_map = torch.einsum('ck,kij->cij', learn.model[1][-1].weight, act)\n",
    "cam_map.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_dec = TensorImage(dls.train.decode((x,))[0][0])\n",
    "_,ax = plt.subplots()\n",
    "x_dec.show(ctx=ax)\n",
    "ax.imshow(cam_map[0].detach().cpu(), alpha=0.6, extent=(0,224,224,0),\n",
    "              interpolation='bilinear', cmap='magma');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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53QvKS4RUXNqyfQnff1iLy0U9nk00Uo5aZ4v1veYI+DrSCEgauBBlS+UE4/KrmgjWPf/e8bFyltRfbXxYwEjaVCnlcixLrZEZtcpgAZGpigdN60uoO5BP4UK2iQoqNuJTX+tEeVsX7Xy6lytUyb/ntcnAub18wv3TF9w/f8Ht5TO075gOYE6MeeAGll3OxxnZZoc3oG8sr7SmMHOc5wk1Rd9YIprzBJxekl7XglGkfOY5w0iVtKf8lMaqCLLI52aJxyFJOhANqx1JCVmEAwq8Aa7rucu4Bmk7oaQnLODfzQ0++Xe5fJdKYChySTnEC/f06nWaPLGl+FxZBkFAxGWUEzpn7TVDCAr+BXnBwkOHrMXPnl9+GEhZRD2UsnCNNZObePbO9CNezNDFFxeIa70zCQ/qyesOw+HXd5l3Y3bxLpHs+6+BteWoA44ggua8NTNi6YJeeLYWLV5E4uzsrIhTBsyc8ShBavdVUHezkt2UHa5x8ieXr7wY2OcncCkBrMUEbf223/Dpyy/4/E9/xvbyCkjHMGCMieGA2wm4wE7DcRzljMQJD8c4IU1hYPLKXGBzR+8NNs9CBVltZ/pcYW6YPqGJJPJFlxhE4gzBJ7ZJpSwvHOyaCExd1pUcrH8m0X5VQNfakVHktbaOgMm+ult8JvMlPUJml2tZKzmDiDVpJAxZj1SRKk3bkkwSUi6QL53YQmd4cgjrv+HDDfCWhiVrjAFXM2YHu06upP4MGSBJfgE9fsjPsvnZjcOPs6Yd+QZdn6Ecs+5aHv3JaaQSJUMJCwllh9QHx4fKaWakntU1pNLGP/aS/WgDLCx973kTUl52qXc83DwhQVYAwEQQZj1QxrhFdq7sGS4LZGDWnAIrnnlPWlTVbGWKQrwKttsdnz7/gtdPn+HacQzDmIY5HY/HGzCB8xxQE+za4U4igvYNYxxwYRb5Zd8BcXz//h1v37/iz3/+E17uG9wUZBlYvahpq6ySSTAkGM2EBUi+GMcJmwM2Z8E+j3az3rPIrhiepPtaVQpurrtqtSnxI0wqjTEuMB9wm5jj5LszZ2kozmVG48rTsj5anTaiaM0xRaPPqgPibCWbYR7Cy5vGz2yFSXnOFgSF6UtR+cxIKIAMsZCrFsmHasaIPEUmHlvLZE5kw1XRtw2ttViDGRCWeYgZ5bGMP1UU7UIG4b1S+IbxvagmggkDEigxHdUynfm3hOIfad/PGEIaPZjRj2lwqK7icHWUAMvKGKGPhiIqvNp9VKTOyRYbA5kTzrJD2k8JWlxkY2kUlrUjN10qAx8nZ0E9IXOmO30JEGlXDdo3tG3Hy6dP2PY7Wt9hUKhaPN/B+qXT+vetQaEsAQQXc9t6kMINcxzwyV7N4/3At18FL/db0RXdCH3cJsSprOIzPEv0x4ZgUTHScC1lBJImqIBFmV0kuLUX1J7GE2EThO1sCzKGoEzS2WAOE8CPCbdBQoZl/AlYwjaEssV7yXJEsnVMJ6yBNaUe2UwTZHI/NSzLDkawVBB8CZVEGJQxbQbiUjVWZRxUKEgunhzrUssll9HjMeeMOHgZGI+KQWaM08MCwJjzyRHl5zKfQi87Ce/jXdHYXMmZAdTl8ucj5cNPY05CnVUq4VEJlrQIsjoRIOvZmlA4IAFxFVWfTMhmzqbrrIdLvsQ4TwumDRUrFC4skBccyjhWAneCjJ/LO7L4bGuKvu/YX16xv7yg7zshGcgCkjlgk55LlVZz3zbctq2Mhbmh7w06JfpLDSr8c5wHvn8zvOz/DbKVDsrvGBBcXMKv3tsiW3tYbJtUWAGTMXPGI7MnUFoj5LQwetU4HIse2mAJ/wKvuTsYTJMeCTf4sAgReF2fg8piUUJZLSL8d5zHstPDvYTcFezpjDo0WsePPYuVJQ5qVGaB0zt6xqSpGBeYWZ7JhQysAAFkPKXnvHrb7PUMuYp7plGwkFnKSMHSFOuL4vB2bcF7ZEzpT0q/YudEeAgEl0u4wo7UD/xEPT/2nDIrXsnsWqaMPWOWKu5fLpyLGfEGMb1DhVQ9FS6IgfVOqdgrPGouZin6eliUd0TEWut9o8Xji0LF14LEYpPOp8DW0baNDKDWAW2ARawSVrlpQ2tMaGkT7HeWVKbN6lLpIpiTa9GbYtsa5gRsnJjjwY4VVSgWfUzEoA0BBbMOGR6TBLfnhI4ArSsEDQ2CJoLpwJgjrHckjLxsM9fDEL2w8eIiiSRJtkga21z86WQGSSqmpRJ4tU8RjlmECBG/CgCfcJnsHmoD6povhFJx8WrVl5uxoq+PZXJGRTAvLYoZAlHkFrQN8VhrhmQPUYYyTk7eLx0C10QDhT95blkGhegjz8p3lpJexI8MHRJ+X24qPln10TwMAo3v2wfY9mMSQjbQ5j0gLJsTBjxh/3qcy/dBuU+EyZAkEx9UVtY7+V17egBUfCmhjJaLoYBrEhAIvTJpkYtbxPRkyQjbtmTboNsO3XbItlcpgtkzQsimDXrTSOAw2QO5RS/eBNRJK3RCfhUATdC7YuvK2O18AK2xtBLKAZ8gf8QBdTQVjICKJG9bCWGWXRgPNkJGvyjFNLgkQcMg00u4yVd1egiUpqcUluIlxTIzwZ4xXZJ+p626NlCQVIQjYZj0XTDQbcYfAyIc4nQAg5nAXVhiCALFVfAvYKxyFCqC+UNGM/xi/D28rD9/QABk1GjJ25ULsoJBRNBayErlUPJGEPaE7yWZa0tlUc7JEWW1XFtf9+HVpuj1Ci7SfbnYbx8fKmeL7/+2K840+brhi/kmnAWCb0qlZszG2qVGyQ6aTBOrlS06WNZSS7sJB10Bzxam7B0LM+gqQGPbVzbAZiKr7Tv2lzu2lxds9zt026Ctk9BuKIphby2+E90mY2DYCRFUd8oZyZSWnGIfUEw05VrYPKGYcDSYSHi34HpmnbIlBJsFJcnRpXK5GaG2Ew7bsHjh/J5NA121URGd61AVXjdoCl6WX8pjRr00IHLGXrbcNiKoDA8i/LukDQwIHTDQJUs+nHnkMU6GNoeKaSYFR/OQ+n9//lkkV568ol+SQz8eVzqoLw+MhMgUkkBwaw5WSfKFb+OyFJCVgMKPpZoXsF5yy3P9YCnWQ/In8TALVP/+8RPPuc69bjBLE+tW142tB6M+CT1nptLS7kUKVppATTFtkDCcQiES5QqeuHIKyKJEKGzT+IxFV4ku61gNpCvd3/qG2+srbq+v2PYX9L5BW7skWdiv2QpShzDCMX2QE24TcMEYJOOjsa5pcxQ1j8Al47b1UlgSoSLWDJ9M0gS0UETJJR66pRFCo1INZky1tUj2Gvwkx9fDQ4hG61cqmIc0gB7XxoCYhddlokeANXQrPCK9WcCzRFD5yq+KIgjKpQcjLI2QRkycipkKo6t4WCIq5b3jVhnolN1ngs7LZVPhnjK6V9lN75uZ1AtHWTMXkBnYH1SvIHjJtzwpGNIBp1w+WYwL4L6gimuWORuvrzmm3zp+0jJWZKWn+7N097J+n3FhJo8kMD1rcw5IxlP8Xo3oCORJrwGQKpULwlXIRzcEtL3+XgWOlheDKzNLfvlYyoGpQnqH9o7WO7T1ul5aZgGd8ZiD3r5T0W0MSIv7MIskQSprKFxAdSvBjgxt/F2yG5+LiOyYYMuRUWESoktQ/HtnSUuYHJpiTGo1KqtNNnBbQsSAjrQkKO8HABIxJsaAz2idC6/MmFIK8iKUqGUXSipKIBqkh6p6KoKuR0CZkB/JHBKJjOgiRaSHLLFNL+npYUJp6mfMnnmdIb53HYkDLMMX0ySa6lIESUO/ZmJd49f1d1/vqq5zOcclM3t15ZGyQLHDkqCRd5yKCTyFcb91/IS+V9yICzRIxkV4PySrPz4Xn2e8mI9FIXXMyN4yerOIs5j1koBH4aUztZvxJj9dvNb6Xb4MoDpUOCYzTEuFtDnag4wkaSvzOmtOUUBuFdgRQ5z6BhXgPA/ITOsrqwCftVgk46QhG2vToucAsLzXssyhjBAwgaKMz6hQZP6oNIgNSBO0ZrBh0N7QW8OcA9sYwNYg7pjziY8TRPtVnnGAsWpmSy0MmjM+g11/DzR1uKXnRN13IZkYL4kpZC21DQtfASufs6A2Um4RCCm15rJelXiqM3n9Kaia5yovV0uMzKKKAL01ZvwRyh1fz9lLCHT0o/fNa4tcoD5W7fOqcPVe84vZr5pOLWXb/WJosur1++7z45izhdBHhz/XkwXbrspYypP8HdYrHzD6MYl3HNAZgjyRXSnZZK24DMfKeLOIxIS/aYEqaxv2R5sS3gJFuM9G8PTAorSg2ug1t33Hdtsxx8Q5D6DxXNMOnGNAVPDysuH723d8/fU7bvuGl5c7yQBhODK93rVBIza1QWXbbndmLY31UMZ4kcFGZDjjhc5prKG2Ru9V2U92O7SuGDgxzxOiG7abwmxgOJGINKBNBfaGNqXggplhuOMYE35y3pGZs3d1Ur2mesT1GvfHHlcPQTZzJnZSsWJ2EpMkUt5diL+X0HmDolE4EWGDKExWooaynkFAGF9fvxdX1AwkcDZT3pM5sNq6KHvtwqNdLYHtUjq5KJ7HYLRpNcXgCk2v7WNmq66b78yx0ERqZLblpjHCD72fed0sHS0e9O8fH9P3NBULl7hz1Xa0DFFe/ZJSjtiR6MJXjAgvJWSaOQCreMSrKwtbM2C5YrgwwqtXcjnrICr0BrRGgzInEJ3qum1o+xYdKR4DqknzmjYAA6YPTDuDGQPAGSPC2sWjOdCZAUzaV1LhylOrF/5mc01kJmMYVAqFWZxPUmHjfwExRTTQUTBsPEaiAMXAgkR9VgDUAGTBHBOYjMWhE8uZewnMnAHqgkfbcGk7w6VQHkoD5HiN8LRIaeR9t0blFmmleGvqAGBTYONigMOQoJR4DT7LUpAj5hQXGlv1ayriqj8mZi1WExzqMQzlAknh8U48zov8anpBPCefCjXmusRnL8mtvwGojicGUHLEC3Jjef3fO37abB3oAwjYtqwKlmLUg3s6tHjIgL5KGFn0JgAwiwRjsFEWAK6HclwgbHrMyx8HGK8mgaEJpLFkYjlmQxR927Hfbtjvd7RtgwOYc/BL5pgC+DA2TycnM712QR5HJiJySJgGrEX+txRYACyyeo6qkICTSTWspmEl3x/Z3sUFQk4WyPOUEDoqyeFiQAOz1/AVZ6rCWwc6BXrGhHpgchJ7tGLVWM0ZSqNLSMsrykVQEY+MpeRkMkWS5zKFwXOINGgEYYvIxr9fjvSCnsPgIoufDRMFgaUE3EAWm8f3SiSjeGlzwmQpRMW+JWsoedVQ7AVPrZxMiXTpvzzfeJzbrz+Tv/1MHldV/+j4CX3vmce4kkK23H2tSDyIXGMND6VC0e9EBeYDbg0+vDif+V4zHMnuhTyPJGQNShyDQ1T9SpoCrQGd09ZUHdoUrW14ub/gfr9je72j3faa3yJwetIUAF+zSB1MmLT0SkHv4mXj1aYimQM2IUEkiGCWQmATPiebBMJSzjk57U+jrOHLMNUTG7t0kk6XhAQVclcZrzrQsp43g4OLTGmjtU4anW+Y3aHHAfgJ2MCcwZ0VxwzUIgDrn+7IoVqtUUW1BHB5mitCUtcgcEgxk548T3CdUygNQVi3Zw/C71wyuFiCv2zmUpinRu34fF7WPNhYoYXuQhQHVPKvlC0TcXGGtBVXDaIoLz2wlIGS2fJnuJoed39uDwtDcx3t81vHzychSNaCljHI5IlrbNcQbyp7BKtO1AL2NVw8HgrCGBzNHefwWnAg3uPKMtXFRUFlaoGzWyaO6C21dRqATjpebx23bcfr6yfc73f02w7pWwm5RhrfJ8cvam+QOUsS+tYq2bbyYdFcmwHWjBJGKCYdrZcXdaE39DnX8wWfNQkArkoFFtArI+KrecKdHt2mkdGkQtJ2FPfRSBRnwifKNQ4CVFlrMYQx8cDAWV0pFOMmQvgbXtTiviyMaUtH4GwST9pkegjN0TE5KhKEtZpkhYxTIpVJMtJCFEs3pWSpUpGZ7HNEQkfqZrz+nor1nFBaOZp4V5ktljo5rtqXSnzNDOXcoOc/aTqyafpqSvKaqaiFYX84ryzn9jvHT0opcqlbXrB+rPPKJmeqOSBpxBSAXzwd4OrL6VkMY7YGafaUEat3JCEbS4kAACAASURBVCA/UTWH9KAI7kJll9YgvTHuag3SSc3rvWHrO+63O15eXnG/36F9g0c/JYn1yn49cSo6Lxio0tG0R78mB4VIEyZO3KAX2JlrIBchLgGpLonn3z21C6UiWLKEnD+zM5g8A3PSKHQlZ5WK6ACCgC8eaE5Xv2cJqUQDwgWyjfDyEvFzPIaBpDvL8MWc83zD0/L7yz9IGoLWaHRDMSXjDb/E3e6seWbWMvt9I4Gi0bniDozJhJuBxA8fqzMn8wY0DFJJmjUMgOdnVlUKCcXNl6cEntFn1UyRj5cN5EFESJdJt8nQ4Kov/sMJsQxPpiuoGsGWcvn76XtejbHhhkPxajJcvqtUrOudAMyCNi2PSW8XD63g3c5VY6PjlWfoWuYq/t3a8sBNY/aPku2zbejbhn67YWsd+75j327Ybjs0FNhVkBvOlBEJqOrpmXNOryjcFWN4ULQcpqACVSvIgrdpj7h2eOo5zXhHAHhrUEnjJJn9gDszIUnls3nG6Wc06/qqYwTDikaz0W5BueYR39qMgdwzSwDC6YIao0Mv4yf5DBR2tBbkeP6KjQCT61PBVfiFivV0JYKc3SjihfijbEFZ6mSmRNzcg8fcOA+2MQl2xqziaYbzPHHogfM817xXv8hkVA243I7VrJ7Z4KUkCwFKPXYBtErW8IcZygELkD+NWJFl1NZLvuivl224KBWK+vpflRDSagiVJwzNq1+aRUMxKeteMl9KqaBnagmVc9hVGOGmpPPVagGZffWk5FVLC6/vsZjoQSxoDX3v2G83MoC2HU0VTRpcnKl4m1iMFK+EQ0IeCWnK32vr8Ty6ug8K+lDYL9FPeFwaq8wYigrEmJQpzyNCErs25FaISDK4xb9txFhQKidJ9C2ohhLk8xCoC+YSjw4fGDDymfm5rW/AnYp0HiwbrS3plgEBEpWHdw7F8pK2QEIpqLqgrLsgeuZDQhl6bF2h0iP0COXU+Jm29WzBsdodjFvNcI4Tj8cD748HznFyXlNYqUWkS0NJ+aKICpIvnBzaki2ARiSTfLqSX8l+StS7UqDydKn1s1XTjNPGb6TkeU1siOaK/4Lj4zpnbzWHBb72k0i/LzG4qn6WbyQsWCpXQlFJjycOGAXT4HxRLQQrF+BJEdOLShEPIElYCGJ8Z5/mdr/jdr9j2/bgp0ZcM0+oJ/SiCJjN4Jg6eRFRrKJi2ZOwVhAvhFjZr7rGfdITGahkuVcjS08aljzO4Shl5aCqELQZXjN4r1mPcyeNr/eOJo0tW25Ap2ExcTZlm0PMsPazildnpAT23pGlGgkDc86TZUC5bPrj/M6cK6TJ0rJ7CnoKmADC8gl30mqAt/CkHa1zQnrvG7Zth2pf7W2+1sihKzkU71xF0baG1vn91je8v7/hcRyY5wEkz9gTNgbsBZ6cx5OHindF2YoS1hM6jNi76qgJdaPEddFPKnkkmq7LcTEY15a95AqUwl+bTH/j+FA5p03Ij/ChsJuwCRVxM5IWFOvWVAJKAlM8zsdFgTjQFaob7DyYSpGr9QmCOxbWN3eogUahMR4Z8eAvXbHtG7TzehbNzNKydhidJONAxYdIxx6jKrIrPOKzOc8SlkxgiDT0vVXHx9V6mtC7tQg+t21H651x2yX+y8brrq3octMmzIBxchoBAtr2vgEWg8RccJphnAPuAtWG6YYx2P3RemMPrTnO44D5hETrG9vfOBEw4VlrG+732ItkOOaYOM6B83FiTCIbdu1wywqVRXukst2wbRtUmSGXtkN0BzxHdAoEQceERCwZBg0ZXwZ5AaEYcW8O41SCkGfVhvvLKyfyyzc2kIfSZImP8W0kaYStdsxKZ2Z0aVdmyDmoTTAtkBN+UBiXGIESBmyh/Wp4BxIJeuhByGyEbqQycmxqfvs62ufvUk5tVwuw7kiqSdVCNJ8Va52AL9ej9cwlyAOhFW4BXVvyQdNLBrFbAlGpRGzJ5A9J88EeiRESGVhrU+R8VgPQJUgTLmwuxkrQtMr0XTsP+Dxmk3CWzZdk8kTmEm6oKQtlCRle1zt1R2sdW+s0JEEXE2dsmyvHkRhCrxNzeFoXNAEchvNg3NncMc0xBycbiDQ06QCktolQZFLKOcZEaXSyy8VC0vtGKOnmGOfAOEfUhRvMBLMBXemle9/YIKAdLRRSNZNu21IoC+/nDZ5NxpKKllIU6CdMYu5ynRDJYgNev8DV2iQJSzZEFL03sp0847elcEgYWwp3AXb5iUAxWdPOZN36jNRn8hxpiNNP5XuGeBDhMjQpzFtyWIWkayybcfLvHB8qZ9+0itT153KbetkeoR6whBMQBbyzTccdgM3I9MaCCdb5ZAEIRA+nqK74Xldvpycdb+uRuaWnHMlpjCL0VRFsxCye4NEKAI4IaUxKCCDJapl+eQkBu2JRNZUSvkohUZx9yuhZ9IVKW4uCVdiGcQaNZSJGO3cy26XQ+/l44PF4Q5MGvdEIiUq0MAdU1mjJi3opImGy7Tvzzu6wnJova3MkEYSXoVKRxeXQtmHbg3jXduz7Hps3bWT/aIdLq1wEITBvxywDhhWPplwkAvIIkBcpkMpaP/eVe6BgpzGVUPZcSwVkZvkZVxif8DRneNCJ0QNW1jZgvM2x7kNCwdadhxCXZC4IrJHci9+tPcdXc4Nf7srzPiS39Ljcy+8cP/GcCkjwGatQj1Ik/v4aLEtdMguvqoqcD+SaaRIUadrcYAq4B7UvycgBcyQzt9rCNUm9gN47dGtVVslFt+hZvJZ4bQ7McbIeGVxLFw7raiqQyBTC6DWbtmXpXWuAdtanBGB9FCT0u8fvQ0n71gqKFuE5KGnc1tAwxglEGYKU4Ab0DaqCcRw4zneM09FuDb3vy6vG2561+xogGhnWiA/5maiRhqCpNkhD8Wsn7SBhuimwUVFYI1V277QOlfCQonAoW0AtCASXfs/cPjFjsBTIVCzkJrueAUFkztNTBj2R+Q2+6pK7ELEk6deaphIsjSptcI9QBYJM+FkQunIuldiS34wjV5E1fn7JuhP9Ea7TPtE65HwrizJTzmtaM3odlbdIHvCF/vdbx0/oe0Es+DGFLlFfyge/rEpWKNJDWkDihG70/4S3nC/lyLSYu0dmVqqOKtEyVucOU+jhBfq2Q7sAytlAiATLtBlNNbGzlhvmnBjnCTjbs0zbIiKbo3eEgHgoZyIHYN9uZQZ7FPbdDPMcmGdstCTCGqMI9m2vJEBmRPnfyQFTc2JOQ+sNW2SFY3M0uBke88Tb9wPbdsfL/RP2/Yb0zq132JzMXFooXljk1hrtlE2Mw3A8Dn6njIuiCzBhcFGIGtQVDZ2ZU+lERB5lkKDcmWWoELVKC4Ws7G2WqC4m8RKmLM+0oKyzNsPvRSiSZIqcWJCe4AkapxyWoY4fedRUwaYK/ihIB35JHgGFBOs8kaijEbq09uU1gYUWEEoYXVnZ88s42tY1Em6nefnBgvxAYPyb4ycJocGLhOHLcR6ZCSviQNx0Xiv7YRPZGIDcK4Jqzelq/DzHemSc4dcHFsaakta53hJn6TiooNvWa4AXu0W4O5huEkkHLs+0ifN8VDVYdbBJek74NtHHIAw1iZoecsmxbTfel3skVxoTOTIwdABJzzPGfdt+4yZM5ygo7c7GZnaHcPOkPScxOK/TVDHOE+NkCefLL/+E15cXtK74/vaVIDCeh89KkMvdzihKLgKfs2BzCwK9BYJRbWh7g4yGIRM+Bb3t6G3n+VwwzGDn5AZPxrdoLrDYSMKztFVeMFCNrjJF2u3nuCrgbXlMXXErBJlx0YjUKHte4YJgFrzkrl5UEoXX2NFUrKa6PFh6MzhyP9ga7bluLWJlvXwOy+OVcoa6ZXh0NUIVYy9vT4OVxsKff/fB8bHn1OfgN61MGS5gKWZCQIT1V+fgX4nEUnaUBC72rO1FO5oB1RqWlLy0NtJbeVAPD2DuGHOgz4kOdpvEJA3ADC3iDkJlzqKdRS5YCSB3/nyMCUkLHqEbB5L1aisSrMRNaz32vzig0mr/kjUo6wIPo8Usp/rlZlC9NWY7Y4p40w5xxOxYwf32CZ8+/YLe2YwNYbvYOejtOWkimq0R4x6dSRKL8SWts6yRAqvCtYyFINQMBbMgza+uoWDihDKar3ADYBKOss/3L+D5kEm4lPZ87VhwFkiYG1lbtKh15wf5PQ02UPK80+vl6BrJeBQXDypxN1fuaiFTwUUKn+QWiQYDJ6cspTPSeG5c+oKzyT+hbEaglgYMEmXCZI+goLW7JOHzN4+PY87e6oQ5KS1Txqv4noqpWJP5QEiMaOEKtFOc0egSz4ncJL3TqzJBE+SDsEZkjzRMBCc1kkCnTcg4IbPj5eUz9m3DMMMw5/6Y+SrMmIyCcupeLHQLgerCLeZb2xj3mcRoHm7MMw34+u2BJoK+73jRBo89VESZlFKxILvHDmoF3yJWc1mxu1Ho7p9ecbvf4dMwx2T/4TQc54lzTGy3G7PdAY+bNAzws4CjtYbc5o6jk9iETWbQwDSL8INr2BrZOIAwSxvlEm0dbJnLWUaZSQXSo80YDu3g0K2sSbrnALb4jkW2PMsJmZPI0MbTgEZ4FA3qAqldzadxJ4Aq1qcHTgXwuWDiU+Am5S1FlX9HQlmGK6WHUSJcyHLFlesziU4Snkol6fODa/xJllOuhgrkfAOcQOFLPz7K0ubxMay9LE7VMLmCgKOmjD/VddIyeS0nz5GF3fJaOd2uoXWvLJmDNSGSpqW6TjwSQ4zNdLWGAXiMCT1O3NoGaGQSp2MOFuYJF3fo1iDWOVncAVWWOlQbmjS0trNr3hRdFPO0SG40fP/2jvM4oABuN3a6/PLlM7c2bApMsMYqDdMHE1gZe2OSqWjM6rW2Yds37LeXiF0EbWuY58T74x3HOKGN/ZEsGQycx5G4HTYc+97xeH/APQZcA6S5vb/V4KrIpkVShzDGAv+L9sjGW3Ivylsx4AzankXcaTFdIliLnooVyQ2bjtwhu9hCKaRJ1Qtv0TxiVzdMXz2kKgITj7h7QpStfe6GtnGHcYsmc8cID+lRN+Zta+QiRBdhHdE7q+kQQmbZAG5lRBBhy4y8gCM6qUQAEPnkVAvG30xwzjlXgkm1BojweXnN7ADKw/FzptBPYG2reA0OVIcAGL9UG4wgwTpSM5O0zg2JQPghlyA4FF7Ey5pSQCLNniMxAUzntIC+b4AqhhvGdOh0yMYXcprDzjMGbkUcxiowBNG1gg71EV3zFArtexAHFH27Y992tLYDLphnvDgT/Od/+xXfvn2Dz4EuwOdPn/D+9oZPr6+47zf0RmgNF7QtoJ0KpoQnn1T03jZsG/+Ibmwli2L1xIkxJpNZwRme88Sc9JRsIKfIKzp6j2SWZL2Sk+p7DrVCUjBTWEtcgfqXlGeGR04glDRjrEJG3urfzKQ3JOlcEiU4S1PXOqZmfFnkBETi5ALqHFWzzFTtjIx+7ug252D22ZcHrPhTPQxpEugX3VDC43F6aOKBEPGcLxTPmqNAsz2WIU3SG+UpE+02ADQ2RohASLyO2UR4eraiByJgOfKav3983JXStGBTYXPlC9WIWVb8KSsHUDxFxkJwrK0TAhdIprlN6iXHUyCyT1yA4GBKDNrivhaN3q8pXBsmAB8nxaY1aN+RjBESuVmQVxV06TW0SgFoY5mA9b07bvcX9Na5xUl3iDZusfD9O75+/QY3Tq4b54G//OUv+PTyCX/65Z/w5fMX7NsGcamZNZIEiYSerZGMv+8hcIuzC5kVLmiUkLbeMefEjEl/7kYL3Bp6Wx0zj8dbkMI9hllFnVcUBd49a9JSXpLwSi7CGR7TIhmSREeJ78fIEQ9lVVHWnEEIaTPLKH0FgHmerBdfvAUbnNObBG6K4WkeyijCxI7ZINw/2UbHNfNCo1XaCDkt5HaBj4xa/1Yh+JkoOIX3NdGLcqXnWCixZjZFYknK4Fy8s1w2+QoUVae8/P/vHT/tSmFwu4jEC55cHyxTxajMrjIIYod9NvJqrV0Ey1wwThRYdCwJxktUR0MgCKNb37GnBzVWGS0ELbdud2ePIvmrEvOD2JXSVTmP1xE11fAKraPv7GphsR1AA8wMx/HA++MdFjGcueH9ODHPiV//+hXH2wNzTHz5/AX32x0tEid8VsbRjGkV+76TgJ7ikOtnGaEKtkbywhYlEyvPCfS+4Xa70ZqbYPrAORg/dlFs20YdM26TB1lsm6zEAqjYF1mHCziWNOlKZGp4BIlZwOgFVZEDuYP43kTgUy/IBZe4Mv30B57Dk9cc/zDCWRXgMQbOxyNqww6oVwYcda54tlAm2hyv7pAfD4FH4n6dQy5rVdWBi3Ii3y0iFJsBh8Ob1HiTkncpdJLPnbrC0/2+9/yJcsp6qvy7JrT18o5+fcCIGSv93BqTJeUNAxi7BW9XwY1ydZGQYyCUKuDaqkdUgrx9u9/hquTkmoW3bEDj9gqycQJAD+bP1jZsraGH92zCGmVuzOMhaNDG7Rlag0Zs9vj2Hd/e3gAR3O83iABvX6kQc0w83t5wHgPnOeD/DGz/LbcARE5gF8V+u2PrW7WJkezuweZxvvCk1vUGwcYxmbG4Myazs35KSPz2/TvGnHg8HjhPslz6RnK4jVGKSMqgwZoso+QrFsrXkTuD5743We6gF25FLqAnbYH7IrZ1dpMIGuPvKO9ky9zagQvILCgbsL0iIZZnyE9W0HiQnUlYOc4DYx6oMaGVkMoMMlWqFCS82YUuHdcq9Vh+K+A08ylSBoJ6udbIc/Fw/Vns8C5XsoKv50+EmD24deGPIe1PlVN7Z+CfT8FrVGyQ2a5qVIm4M/NnGnBJYvfnWAk4jIyUIIjbiBoVsGISFUAVrXcsmWgwsPTRt47X7RWnGU6boVhkEak2tL6ht46tNf7RjtxiT0XYAeIjMqyLVhZun3d6Try/v+Pt7Y0E/mk4Hu/4y6+/YhwHAMGmDb/+5d/w9vUNgsaY9U9/Rlepfst9vwUBmg3aMwQHURdlRwlLHxpeyWCcNH9yYyV2lWwQbRhj4O39gTEHxnnGNTbs+w0CkBhf8C5LAmA6X7RiV5/LynM/pkQunYqGDvMGc01HhkQaGsqZ9crAQEFXXKjoSTk9jXoM7coaZBhtKlrGvobeCfuPceA8D9ic6c8uR7y30ItF/XPkvCABLvmR9cyMsq7ljCRq/OhpQ7ECbdW85lD2bK3MLiKIFI0ysmcFvevC/wXp2o89Z9aTrjda/8xYBaxPcQUu8QtiwdJcIzi1C44kNi8LKMgCYwgKY48WkNRFWKA3w2tXfPn8J9zc8ev37zhzjw4Rlk2crJvkWWZAHumBKNck1PCCcknv82k4DvYRnseBcR74+vUrvv71K87HA+fjgEDw3/2Hf8Hbt3e8vT/w69dv+MtfvuL19TP6y14ZRC6J0NrPZU1tcDq6zYl5rn0xfTrsJJtpjBNNFb31Yim9vz0wjgGI4La/YOsNfePM2HEcEGshHC16r6O+Gq1mHuWK6hevVxvxrOwQ2WCusEHS/zGCOyvKrKkx8UOhzMysRqyWCkMUZb7gLDWL7WGzmr1pPexiwNKDnWPi8X7iPGdltuG5PaSWnE1PrxmQEyA6S4NbTa+o73DGUNpIudJo85YAoPp263cZJ4enZUwZUDpiTI/adnpfqWv/XCnz+HjzXM/C+zqlIOITkepPy6FJ9ZIrI6elYHlfCYlz30nS9NhRUc2wHt+aBgwmPbbbhn1/gTTGmo/3d0D+itv9jk+vLzjNcAwLKK5luxHWbIahEGnwRkFcO6EFK8k4OzU2BESOyPRIAL1//45vv/6KcZBEDwe+/voN5+MEAHz961f8p/afsfcN27/8+6pPF6c2EgjuhjlISIdZbJHAcSRIKOQCiTLD1nYmiaZizIHzmNjbHfeXO/rGRmU4M7bmhq5hwSfLRTPGnIREhiGS6ASSxYpRhc+OGc3QZg3TBA4qobYGs47JYnMkm5K4IUAQHGpCY3gNBaGpTS/ZZkkmYrGLsuTEB7bsTRyPA+/HAZYJFTOC4Sa9QioLWfVEnSGzVQEN41DZ5/hgkShSWkKBs//e07koIDFREZBLCST2N73KPqSaMdITryPhtNdnPzp+QnxvZfFSqCxeS8EUX2ybp8OBHM2fkOMaXzzB1xo/IeV0BVFIbhzBAXOcxzs3I9p2oCnmGDjHiZd9x/22o21BaNDOSd9ZUkiFALmkJlqjKLNjpuKwaTCZRfFzc5zHicc7kz45M0iVdbd/+7f/B3NM3G83ONgC9vXrd5yPiX3nFAfWC3PreMCGMQM7BwShtMNq6gBrfh2kDCsUHeMYcBnROA7cX17x6dPnSiidx0llnw0KwbQTdhq0C+yMRmZbyZLsEoGze8PipYlwuwxBIBnZSNzYd5gp3h+hZAaYM/njmR3WhtZzmHS8Rwez6ekp7QKlK16hUZ5xToehOecIfX8cOM9ZHngaR5qK5zYawXEOA1gqotkqmPC2QGs5GpIVLkPqwsuKpYvExXg7Cq5fkGGVoeLnhdBULp43WUR1d/mXD4+fwlpk6j0wc55vzFFu/EoSLhhclsfXTaSe+vpczoRJ+LFqcSxBzHGGRQYpcrPBN8fWuaktWsN5Hth7w+2207JGLRHmGI8Dc7LE0LXHvqljvYwot7Q0NmPCRetnhCxWG9ZK4t/p+O//h/8J4zzxr//X/w2YwM6Jr79+x6Yb3t7esG+vFZDTewizr8N4nemXczMrKnBuvWcs6gti71BXTikUwW37hNv2CvUdOZ1vTsEcijkENgH1DdKBMYx7iFo0PbuzTCQaZAUJgkQS5ySqWVHMlw4LmDscmK7Vi5oZ3KxNq3O/0mvyB5ERJmTi5ktjcAQL4KRAapC4LDcBVtg8cRykKo6JGquqbYfDMYs6mMZVkKQLipoD0lA9liWKeS+R9MnGAY0Y2oEkEWaMmcbM45kcjLwW33dpWcbOEtWC8pKVTU7j5AA+1s6fcmsT44tL1Xg46jEti+Aa7C9F42pc7yPjAJ6a7AwquJJQk5YvEwOQxVeNBl4bJ8ZJj9o2bh1gY2AcJycLQCAeFLeEkjaByR3P2r76K90NElMG2Ht5tSp8mZxDpMjBzjleZMxRvFkVeiuS5g3v7+9k73x6qW3bG4KLGokYclqpgDH0ANlexgxJjjjhS21B7eM8nhtENiqCK2wo5sk64xwc5JyjP+c8q8kga3IMRxSGBneJ6fdSAi5O0gJLJ0z6uAiGgb2cSmU0dieU4E2XGpZNWBuQPbcbdI8m9ni3GhPsZ0wyDIU3GMY5cYyJc3L0pxhirfPd5RQ/e07mhVLBjM0QjlIqKUVaBZPKi2SRvlCUUH794msDqvJrguRuryj3WdnYj5yoc5V98r+/Vd65Hj+ZW8udgencoqM+4JBGXCNlgb26/bOVpl5SxeLPReGkBcWveONmQSaWuGaQtGFwU3Bi+YnzjMzsBpgIjuPAANhCJg3n+cA8B70tmHFWCDbbiqxce2IK2TxVMA4Lrs7Wr/vtDhHuZL23zm6dafhP//qvsEFlu93veLnfsfedvNZjMAOKSIAFzPHp3FMlRcQ1jB/hqlmiB69SU0oNy78dqhvcO+ZgU8EchnkA81S4NbgJDEzSrCQLIktrmMa6sRi9oMXn2QUSDKucA7TGNsC8AejgBodesVnuaZJiTOgdIz0j6cU6LrOwgKN1vuMxJybdVz3nMMPjYO12BH1QlInHNdNJK24sGa8Yku+VUyYKwpWvATK0ymuSRwaXC5E+DGiNLpHV+J96rCwDruYWKjvLQbwXlogQNMkqpoR+AX//aMzIqGbix2HFEAIyRR5MEWRdKfF30qJAVlfCCQgcZIHkrl+cn7MG9NbAZiG01Rp7wd+bGeY8ISdTEt5b7Q0CKPYo8p/nifPxgDhLHgrB0APaGcsh+JPJhckkhgWEba3jvu/48vkzXm934KQHHu8Delc83h6AC15ud3x6/YTPr5+wtY7v377TO1pEX1nsD7bPPEcQ7HOhGb86uF1gZXkFMEtPHzOClCNDVEh6t9NxnsBxOM4BuDVgrqQMSeuzDCedmNc2BeaX2anRHSJoVFKL+mV4SnqRIIe4c1duRK3ds7EemGNgnJNsnsndtxWLp1oTEeLde1honnPgOA+c50BuWuQQQnuEV04PGF5tlU/AkaDg+kUtbyUakckcfs+NyCgztnWOkNNVqcjulgK3EYLl01vF2WveFjJqwhPUDl3P+Pej4+Ns7eVGMjky3ZADk+T6ubgJzZpm4NkixHstY5UsLGt8M/a7FEIBjiNpMFB5ZYKtW4Jl+jzi1XHCEUbEHIY3GBRbZ1LohMDGxOzAGCeGktTu0vlMkkyPGXad5IeEk1vv+OXTF/zy5Qt8GGQK2hcyfnxQ6O63F3rNtsHGhBq9rjrbznIUiQ3HPOhVpYUCFu0siPJGtIKAVjmcmRTHDgf/UKkUc5x4fze8v7MVLT+vyF26AMfJDYrNmX11h8dUAgsLH8EG70M640O08JwtEj/8eXYnTffaAsIxIAF558wtKCi8IljUS6GRH3NgOPemkRaE83ni/fGOczyQs4O9FAOAZaSVRPmKQEq5ZsJHZ99tIbVyDLxWdpo0lVLmVerxUjRNJQ1dSGPuWDFntt0h41AqzQ/adInF5QL9Pzg+jjlBJVQHCexRl/KyflwQTg+/fD4LsgljM/D0dOt+gRuXG5XrI0V3SmWDjVPemkZ/Z8ARM9g5gKYwnzi+f8fjHPj08oqX2x2/fP6MeWbpw9kr2RtjUInOgGnwNmFTYjuWzh2ljQZp3zf86Zc/wd8nZAjuzXDfXyAQspAayQc+Jn799g54DE52RJ4fhMrnhJ2zyhmarWQBOdlWhoKUtFaMh2msYgBXTCDwCYzD8DgMx+lwi1hcFNBO5pSTlWTewFm3s+LaGZ7CM2MbHTg5hiK3eMw+WxUS2mfAyWnAmJzaN43kitzOvbeGdz8USAAAIABJREFUtt2qHEVlCLQE4DTHBEntJlTWx3GSeWVAKTU0en9XYkbD66RDLBnLECw/VwBMS7EobxFTIohcfhVRr1BHTIC2UFWqp/mFeRQnTIh8zYXVSYF6liX7QM7S+r3j59naCzZnPEHIBwETLhfTRUUmZPGIQZN4AEElfBjjtWB5NSRQznEecA50hnIkB5l1nFTetp3K2bjVn8ExQsBJ92pwAI/3d2yt49PLK9rtjnGcON7fcZ4H1Ca870HpY03PrbNe685uA+/wwfpgg+Lf/enP2NHwcv8VX//yDTBgHCcekbX2nQOg53Fi33cmkU4EsQIYY7IcMsFRIFB6Qo9YfTLmZM9gQ25YRA/V0NBjrZTezlhyeBzAcQrMo+6HGMClGyQ3POoK9YHpA46B6Rw7OSfjJZcJQILPHCUUGGaUVdQdaKQBkhhPETAI6ZVKBdeWXR4SEJnow+DITXzdJ4vzAohucHWcY+D78cAxDkAEbeuYOVlCcmIBNS2heoMWFAZycFqkZgI2znisnATYJANGqURNdap4kuWpPsl/MgOkJdc4jcQlckyHIhfPiFAPZN4g9XQlhqximt9XwZ/MECIUrQA5HswcwJzVmpO3k9ZFLh5xjc/MB8nAWoImF/bI082sf2fpRmJhc5CzIjo/Wos9RrhJrLjivu9AzHplcX+ibw23fUdzw8MZ972PE9Y2yHbDEEE7Bap8Ey4N2gW5/Z6r4vXlBZt0fLl/xrfX73j79oavv37D92/fcB4nvh6DwjEdbW/o0mDD6XUcmOfEeFCBcyMiMeEcnsjUSkI2ZIlCMU6ew1whvcf6MzM6h+H9cIwpAEjtk+AIQzc4FMNOjCkYrjgNGOF5h4Hll4jtOXYlMrgQDI9wRZlaUveigpG7CmTHiXRFa1INzmZc9zkdA9lkTI9RnTed4c85D7wdJ96Ok83hXQuyRxYrQhhKmYIlG0+Jy1JKZKdSEUWyCWLFqNNXosYh9dlLeZSfdyHjDTxPKnAOnws9e+rPTMxXCDhlPUKx3KCKt/k8o+jvUs6mGr2EITTFeOFNXouueccXWM0Yw6WYU7zveAiEFSO+40a8LbrY5QJdM/1shpmxoQjE2L4kaHwRkUqb5ugi2G437EEvgxmadmwvn3DrG75/+47j/R3DJ6YYJibOccBlorcO6Ttcraq6QjeB3ju2zx23fcdxf8Gn+x1ftx3vbw+8f3/HnI79tuP15TU2HPLI2IL7Y57camHvGh0lTqVD9FtmH6KTuDAdsIzzTNAu+5Ac58R5DBzn5PSB4BS7xGAyMDZ8P5ntPAcwBhk20+j1TGIejyoyf2wuGOA1JrJ8lL9FCfw0u1ARk2srGDOnJEi9E8RImkz65Z6r0ye+H2QAHZlZHbO6iTIxtmiGEugAQHY6eYZOXnQ8AaqyUOAz5TC9a3iwReukbHIcDOon5glG416QGHLl8+gwQiPzB1m6CY8qfp3K4DTMP1HQj2EtIr7EughUkHtKphLmeMC8cbIuYmFUI2aRVcuKyEHB3bXMBhzbYo9Qs6G9wdw4FaBrbY7L4ngk5o3xT2vMYiImk0vsB5kbtrog2nt27LtArWGOE/OMLRRUMTDg54R0gwZxAVnbg1RCau9Af+nY5AW7O76r4q/nwGOe6ObYwMYqQnyLkSAzUIbGNgeKeVI4/MJ2kUYK3PCJxzHQOlvYWFAnVJzGOuDb+3uQ6zsgnCkLAQyKYTSsZ3TeDAOGM0ZkQkcrJEaUbJJzO+GYzrIKaXyIziFjD22mC4I2aEhPFEOyc1sJBE/WJ9wnXCw8rOAYBx7nA+/HO44xnrK2Mrn9BJajqv/SC3okJAOaZgkPVCrVLJ0t1JU5DQNImYy4u4ZfX9TNU7Hif0Vmx3NG1tOz5+2lMbrElVqKnnKdGess0/y9yhmMmAWlLwpZ4XEaxrAjsqAq4MHsSP5l0McCdtBbUlBJII6MsMUA5DAMrbOMgEYIJdGfiRZ7dIDJCwNbvrTtyDQEgkM6w2IBCtUdTXNurjNNL0wQISCSzTMI5IDDCPsmLSS3D5xomNjEscFxk0QEji2ype5kwxzHAbeIoyHBD3UADR4NypwiF1uuA5immKChsUzE1FYK6S0UIhs3Ce5bnJ/x0Zico3SawL1huuM0QjtLTmskgmBg3drZL2KREHIh0T3jxxr1EZ6sSWZZqYwSFDrxMHjGnbQhTgJIV5hyquPjfODt8Y4xz0gmhUdBZnT9Uva4eO2Qq5mxZiKB8Kwi7Kdhoi3LcBqD4QKeQus8qYAEWIKazhBiSS+b/1ydVBT6Wd6UOmlXZYnvklRRbO8YFhAj4j9Sv58lhGxlUhPbB9RBZFHzqA77uqnrAqNgxBpPmEkCJggw13PlIoqAM11zMTKppHSvKgrEUC5CwNhAt60Nezhry2NWDH9u54SbcP/NeEFwJ5VbBE3IClJEWQAOTCAHYTcB/HHgfH+wdcwmW8Rij8om/Kyf5LyeJzMTPWJGQkK+JCpKxImiMGcm06HsNOlbJIAccwISrBVow3a7Y46YLN86lcgje+qT3hPRZicKkx5IhQ30ZpdGdUvIyOkGBoVl32ZMHHRXTMRc4Gk43BhLj9ywNyClsvY35gmBYdu5GZF0wbATb493PI4HjnGyxp3GJjjbDpYmSPxHzCvy9EesLI5ZKNJF4NFDGgi3MroaeyHrxYtRBhUC8qzjp4HqNFMr5UzKRBQhIb+x5N2yF1miDBcxa5Vn4rsCARRo3nAlJPx/Vs5UzPSU1cEOQhOExVkBMAIirBab7KlzZOdAYiKm1oFIulzxizNpInD01qlc8SuJF5f0LcnZPPsNut3CS8dUumEVh8Cd5aAwCiqRCXanrkdQwf8YC/lZYjOj8kyWYqZN4DwxgmzugwkQGxxGdbw/cHz/BmjHOVjv00aoTQI3LfcYQcoOAZm0UUQDsVN3VGHgrhwbUy+apY3WU6kD7kYT+IiJ7hOMdUw696SBwiUGXAd6SH+S9DkXxXDuTWou3FIeWrOBxmk4zrjOOaicAHrr6L2hRydShiSIsaVzDLy/v+HXb9/CY86lbgLkzChxhxZzJmNEFMnfQAJEqwZxjQyzl/z4RXJh4OAwWYqVCieuMF1emqUbesKkO7YkwcTteLyDJe+XWDLVQbT0BiH7er16wd2MXP/2+HivlMvsWA9PtbLRUji/FCusXz5EJjmqpvkUp8ZXnN3/boZhpOaZO8YA2mg4R8f+ckePEoq2DbJtkNbh2pGksOM44WNi2+/Y94bbfoN2VH9mbqsHi5S60oPapAXujTVURXSRgC+lqRJmx73OMTEe78CcmO8HzrcTx9sDx/s7jvcTHnN2vv21o93ujBURFK6JyNAynhpzom8boIJzOHdz7p0bAatiRHp/GjAsew8ztidlbtqCqWM4zsn4ckbJY0xHzvzN0aLTgOnkI3F36Qw54o9RmExSKQjl20apPafh/SDTaUb9uDVOQdAesaxZTEnknjDv39/weLzh7fEdj+NYXjAI7RIEeiZPSnUwEBlYBwQZK1qJ0+qIIpkgFRgRU0IjqZPhICJplIOqLf1lxoj5r4DNqejx3YLXDnAuUsw7jie6dmnllMni1F5kvwzHR/r30S9L84VCqpKJHXo9/X9Je9s2SZIcOcwA94is7tk97pGiyP//z8TPPGk1M12VGe4O6IMZPHIo3s5dX8/T029VmZERjjeDweC+e5e0S126CTzxys1zX2C1Q/jhitPaEJiAlrm+G3ZFbOr3FLG9XBtUv3IYGe6IFfj8esJx4TBq6jxaR+8u0jnT8vEc+PHjBzAufDsf+PhLx3mc8ARJDWmiJRp7lCCzZ1wDORbm84Wv3z9xfT4Rz4mcSRmU3nG2hkxqx6YRkc0keOLG9DRhaP2kgYl8Ps3QRJ+bAYzEXR+VPIwMcanQmdWrTAJB2Q5w7cXCvC4MbbKt2pBK8/f+G5gpSjkWEjNKN5ZEh0IzWWOyrTFW3O9rJB2084C1hmW5a80EB9av64mvrx94XV+SlbGNRdQqhiqLahNb2L017T0iVhyoZ1MtEWIZ97+HUZZlgVKci3YI3wksD2HTe4Tp+ELApxVYFAJvQucOO2qW4bVW7aV7RJKDIqo07ebZvrOE/kPGeW+mkhSD+24mzzW5O1J5rSklut+8bvi6a1TgDaWKPY6z1lSaMwkeuOM4Oo7jQDtObWZPxAhYXFpEtJD9AImygXZQwNpdAtHWcDgj4ZwT15iwBA6pqucK5JySnWAbwk36NTCMOdhTg+96O5ZYPtfC9fXC68cTeU2c/UA/S1m97RX1NW8a2Vl3PUwSIFQXsO54XYtglfPzppNYvrJIHyaAiFG7gA8aI1f1UWyJvptb1hKWjnYY0hqWliZNGeASAFWNh9qNyv4nDbRSXLeOYivNRYJjwhBmm8ygp4zjoNas5ULp/nx+/Y7Pz98xxosgoAjykX6zUjNRfbpU9GJ7mGerqgtTBmJouw+JN+J4Kd673b10sSRJKjATKcZk4CTZd6swVPdc6yGr3v7D+9wJsyEVPVWjStC6DK8+V3UuynDfnchPG2e96a45ZZh7+uT9K61m4jTKE7gbwahIqdfSX5AxEntfCTL3SrvMwDUutAi0B3dCmtb1ofp5ZigRsuI/rpWYMeCYiNZwekM3il/FWBjXCxasHVujIX88HlIT4GdxOL5eL+RILSQSHc8TE46cZA0d3pEd6EbSQSYwg9MUywLwhbnYQ2yeCHY6yLFdLAtGBhJSM9C+zRkmZJWp7vO68OPHE//P3/8Og6NrKa9rLcRxHDsKb/U6ayDYzKwkVHeFlwKAmDs6LaH0OJT6pow3gmeUQ//s/V5rYUz+nONCZqKviYWO43BkTqwx8PX1Az8+f8P1eiKTbRQHvYq5w5bIBH4j8AZNyLRAKRisvBv+dtvILq8SuMcNUQR9sb3USkllbAtl+Nht9lBnoLANA52iG6ev9pvlbVmZN4fm/b0341z9aAKbBXi9lYBvZd1PGefjPNj3WqwvbCfMjuM47zKyImZNqahFkRHw5rCktKOVUeZStJxS9Cbb6DypuE5Ym0enHweQTFfNO7p39POE9wfgFCALbxp5Io80jWJc45pYOeApkmCCkyGvCw2G79++4+M8cXgnmHGQuLDaYm15LVzr0n7ME4cD6A/EA0g74MPwmp9Y18KcF8ejYLB2YOaFdnzA2gfcHGssfI5PAC+sIE/WHw/0x4eif8NchucI/P71xO+fL/z919/x919/w7fvv2AF8C//9/+Dawy8XhQX+/W339Ga49sv3/HXv/4T/tN/+hv+9s9/wy9/+YvWEvD0hQmBda6WCOMW7VVMlTJGE3CTrFXZl57InLsWzVgY48J1XXSqKYK5GWALKwdery/8+P03fP74nc4wA2aJNe8t06WwaBpyaAZt4OaEzpxzk86jRJ2BO+U0Z0aXAifV9qgU3uwWmqs6McB50DQ6CZa2sVPrqjPpyILXJOOncqEw2sSukx0hfV0FJ6vLqGySUAcxv39DLvtvNU4IEi+tGfYiVQOZvUmL6N/cRdJ2AQwT3TmNf3MgK2JyVjNFNujNuW/TGDUXh/dwnifSOpbYjuyoaIW3UjryOwn3ozUA3BeScyLGIMNHdXJMRmnvHAd7HOf2drnEQorEx+MbRly4Xhfrx8ZmmiWLl5yg3MgIWFCBHaaFTEbyeWbbxQwP+9oOjbOA4n/Ke15z4dcfT/z9tx/47ccX/v7bD9acdmDMgV9/f+LH5xNfn584esfvX19oveEK4DkCP54Dn9fAfx4Lv3z/ziVJrSEtseBSMQj1Otmy4fMrcgNXRoyxMCcHsM0bIpKIrDsH2yeNMpx7S1vv8IOo55wDn1+f+Poi8LPGhQhixr01ZNOYH4TkKvox61kb7FqxRESQ0YRSRB1+Azi3qjnPMsIClRgzGO1CgWFV+lyWrq5gUQCh7kRAz3pP0eCPZHdlWEUm8OQ0Tq3BSCGzxZxKlBpDhc8/a6L8G4xzFnUPTdvdXSnEO5Oiwn/by3KoyxqIcDSRopk2ATU24GXIR4f39qb9GQhxTqEHBZoloO/p3ij8XAba+m2Y3ukcVmNENUfOhWJBhweWa1B3Tvj5wNEP2EqssTBiwIK16XE8GA2niOmT28iwWP94kv+KVTebtDyYo/UH4LqGdMlwgNEoWbv7Ap7jhf4wzIsTLb/++MLXa+B1TSQa/va3/4wF4PP5id9++8LzuuDW8euvn5gAcl7I1tFOw2su/Mvff8W1Ev/lPwN/+ct3PB6OjOpb8teVsQFspmiqIxMacE6MiCK/MEUT8JIQcmINvXOXS2sdrQEZF64x8fV64fP5VNRcQLKvugK3QeqQsk1VAtn3QuB7HrjS9DJAoakJeBSOcUdH/it/Uyhz/V1k0lFvA099PFdZBmxlfBQRRml/li2UM1F93ChS7u7bOPeVOokLCe5fKcCImNINkv6Uce7PYbpZe4aTqUTTRrCi9pHRU8gaf8659q6PZgYcB4CmPiOT9jXZK4tYmFMK5mqptMbWAsT8OR4D5wz0ueDHCe8HvJ9sJpuTIdS70lgRBow2VELPxeMPjYTVJa/gMtycCTs4Dna0g0QJGSmnDDonOpaTLC61haw3ygNuBwIkk5dzWhFYS7o2HvAAvj6/0GbitQJ///UTX6+BCcN1Lbxegwc2DXORT/t4fMd//T//G/6v//E/cP34gRWG1wx89w7rD7zmQvz2iX5+Q7oDfrBuW9gtFvY/1YIBEeCV7ItGpDi/ui3Bw2jt/lq3A9ZZQrQu2ZLkM/y6XtT6fT2Ra6E79iBEiT0Hih9NQXBLg7fcPV03avSWSuKOau9Ap1L13L14dQiUrqYJ0ETVfaoBvapK1rHlBO50OUGWkN/zw3IuqfMEEx0UohEqct77aPB+of9/8Oc+cj9vnHvx7C6++UE4+CAQA5qpTE21Z8JL1yXZXjA0xD1uvvtyY7DmHPOiQoBQxViLKUgCq4Onqk14W5pBJBjUjTtOXPl+KMEPvVasiXgNzOvCGgPz+cIaA7aC6WxqweoMHO1A6x0tHdd84fV8IXzh7Cfa0XB9vlgXHw8OOF9feD0HYhos2Zw3MIMw69TzMfJTK41c69ZqTa3b+3o+sZ4vzHTyb5vjbCe+RuDz61f8/e//L/r5QYLBCpze8PH9F3x8+45ff/0NyxKva2KshPkBt4YZC79/PtXucJxnR+32WG/E9FQPmiltMYbUFncKhWUWmkqgj2stONbVGs/DWANjDq6teH7heT1ZM1ohrmWghiUHXFu+bAWsLWDS2AxAeAOi7UkkFU97AD5BdleW8cgSaMN3GA0hEVBWcKeod03a31oy1RrdtSITUmzZVgFMlVunnIRtjqu9XY/aO9LhXUu6yvV9/2G0lqpbcIXtWtADgBMQyqOjgIVMUfglN2hE+OYc3IBVfSADepf8RYSkImXcwQ/MNISe012UPJEE1N1i9AWRVD+U2iqttaolPjhonWNgvi5crxfimjhax1/+8lc82oFYged4osHR24HeT8x1YY7FrWRQuq5JgjUWfvz4wtfnC80aHu2EaVMwKW9diC1r6sBtmHPVop5AXwMRC1+vAetccHT2B6wfsOPErz9+wMwEmvGh/s//+S/49fcf+Pz8wlgJHB0JOoAFo2JEO9CPE5GO5+tC1NmJkoZRxlCHsv4rJ69THAgt62Et6L3hOD/gDIdYxnTtGi+8rie+Pn/g6+sT1yBf1jRlVCg/U2iTwVNwjf1WPXOxouhItIKvATUXktU/kuFA9X/ZaGEuzJzFCxentj4b/cyNrm5DK6eUuQGsG4UqgKdaLMrI60ua36/1lvJWplBMozLOf6Nt/rlxmuQsmiJllBfIGoyu67rTW9Qwb0xc1xfmusB9i64peYE/AkWmTxbWBg5R6+qXE639+P6Bdhz8sF4sHg0v44UVgXY+4J1RC40qeLkCMcgcijEJZrxe5MS2A98eHzBtGcvgZISlo/mJ43ggsDBeE2GBj/MDOQLrunBdA58/nnh+DXwcdAitUXSrWgGmlGn3KBcpdXNJY9UcxxiAKV1yx/k4maofH/j45cBrLvx4XXhdXITbz475+QPP335l9uFsEZ0fD3g/KCHZDN8+vuGXf/qbYlZw1tX2idmHpg7RAq8rKzKAr21NUUGAYOvEB9JTbC7W6K/xwjWe+Ly+8BpPRC5NImEvsTI5ajUotZuVB5h+QlZnpFbOWGjGfipACZvqx5pD9XBiz8HK1rwuN7lQWD5IDKG8dQIg4eoIMqHkqqQ1qEAoh+B/ZP0A6peWASqZremVutUrFmIVEIpd66ZCZ5aD+BnjbI2T+EzXnPnsKjDozbHsi5Q0SST3fMwLkWO/Vu9NBsoUmWgZ162jm9T8DHvSBInH44GVC9fzyVqIXgPWDqB9wjSNcZwPHA8acZcSgUVsgWA3Fu9oTfOKC+N1YfUHCgVekbBcWG1twn2JkHHIGBJU1kB0sBacI9Gso3ciy2PpYOhGZU62J8S+oapoCZtRia53J7hydmYB/cR/+a//B+b//Bfu9rRE6w2Pjw/4DHhreI4J7x3H4wPmHRPAox14fPuO8+MbMgKv55ckNWv4OLYHL5nTlZwEWluykmNr3inVQtskt3cahxXGGrhiYq4Lz/nE8/UDr/GFEQNu3Dkaisvw3GeEVEjWbA72GBmFmGZ6qFfodGCNsvUgY0uVWqjvWdEShQArmFYyLdCnqBP4gzkYI3QqbcXu7Gr4QUC785l1B4FGpcOVLq8kdsD6XK9fnylKR+lN6qTqYt2PnzZO741TMTIK3xPcaoNkie+WvpC8r3Rj937FZlJuJ1+jULOjNxx2wrzBJ3mapUg+58BcS948MYNq53CHHxKL8rchZXmv5g29d6a6Jdo8FwBHjIm5VMuOhefnE806zk45zQaOl42Y8PCdzubU5MUEe63nifP4hlebWCPwWhPdE8dxwtqBFqWMH0AsRLjGomyzc2BF20utPOTaQxfyvDLw+P4Nf/vnf0Z4w+c1cTweeMzAQ+CcXwvZGs7HB9rBaP/LX/+Cv/z1n9D7get6IZIyIKhooPTQMlWny0nUwVadtLVooZzYGQGYGk9ccVFlIQde6xOf4weu8TsyX+iWgAVs5abR1bnI0ARLMo0luOK3scyEtUTDgcTkYc+U0VVNmUSPzbHMFIXvlNLobjmgwFutc6dIoh9si91tvpoTMa82ivqfsUgkkbg5IyHBo4yQwUoqFpU9CnBkr2bb4NYr+jdAQn8iUyL1AxnhXVtWSisF0wiCODH3IDb7mLkhZgoCV7UIqfQ1WGPynkphOOXAJalzLvTxQn+c8KNzt+Zx4Pj4wHF+oJ8PpqU60O04GTVrrjEG04oAkDUeRSXzNYFrDLTnBX80nEdHsybyRGKkEMWKGPLG7g3uJ87zA61dyDERMzGeE4cvktZBVlKqL1q93QUeppUidSdTtaxU3Kn/E2DP0Zrh+1/+ggnDWMDff/v9VjGA4ZfTsMzx8f07vn3/jl++f8df//pXfP/+EE6QMIe2Y0+BecVlBaaeFV1JYiE264ojWsa6EgGqRetgYmLmwIwnXuOJ5/UDr9evmPMTlpcM5H6NiIqcIqMYeUwWCThXfnDXp9DVRVpla50RzaR2kalmvhfqAHO9fr8H7Pc5k9HMSNWhUNmRO/Wjv+LvA4luELVQJIbA3UJE9TtvMsK7Q+BflUxm9VurfEjVurmBsj+rO/9xK8V5kDMMqRuW4FT7mlrfnsFPgMm6bclLOwW5ehftTjCvt1sHdal+nWthRmCuhRFkDs2Y2IlRLpgdaFpzd5wPGqx36uqUoYt1shLa0rWAufZsoMFxnA9YOlat/yv0chLgqK+j+NVEr76tJDl8yeNaZw0OwNMRV+AVXzhOAOeDBPQMTqCEhpU19BzyyFcYwh9s7juHqpckStLJcgo4Hh/f8Z/+2fHPP77Qz2+4pOm61HIo4/z2/Rse54M1GbQ20BMrB67xYgmhjWQA67qIVAoqAoCmS0Jp6TLomoPRMAdWXBjrifH6wufzdzy/PjGuH4h4oYkC511UzhWYM2CpXqAW66YOMpLGJ4qJkMyUtOaC55KQdodLr8S8i7Tv8OAunbnUxqixsxvJYa1rwFaMzzvSHZrI2XPHJkYVhGgjFeGV8cF2iooyQ72m4BbVqZATrJlOOYOqSTeq+6+b6D+OnIUyrYm1BiHHXLCgJ40Fhnytsdtbsox1g5uIBta2P2EDmQwRFsbqD4UI5kIUaeC8AUxVuZgIILiyPp8Iu9hYT4MfB87HN/Rj4ThPGCDD6oTkg9MmYz1hRrmBWMDCwvW82LcTiONSOae4E+uRFUnxrgW0ILNnTmCFwZOtHS4Nu5ADQA+sxpEn9iqZwnlj6uq96fCQGkfSOdlJ6YE1CWAsI73t8fGB//bf/zv+6XnhNQauwf7x8fhAP0/0Q8ubWkOq7wjVUqUVG0FK4krSKkPuDwlELqRDMzHYbDBO7NcBW3hdn7jGF+b4wuv1A9friXm9gBxwZ7ZEVJPGaM2RHryfqu2nmEAFNO2azVx/CZhxgJ5D7uQEu3OhrnkilR3p3fZnTdVzK1OzuvdAOWqJlQyVNWNqFLLSfqBI+AUBm9dIGM9lKAXnNAunjAAZ5nYwN+QDiIAjuygEi9M0xfT49xrnYpq65kDMQcQVkkpEquCNbZy0S6axzRoo/6h5xgLjspA73vSaUkhbrDB4UtGM2qePB1NVTo1IKDmhKEwxq3RJRk7qz2YEmih0zUpxrSIogCXEWfOPGEC2RG8nuku2UkLB6et2OMF2yRgT40q8RiI4HY1MckHWSsS6MK+J4cByYJhjuYkwcRDwkYTnYc462LXb0iqrYJuCzX/WVb/85S94fMst6zGDfGNzybCkGCip1oA0Ymu9xdDzWqSo7zE0AJi5gDDWWwJaUET64Ocaa+C333/F6/k75nhiLtLzMhbMkqCWtH3Ch30uAAAgAElEQVQckve0Mo77umoDV3rVs2+jVFWTFX4RjNjuAW8F2ig1Jsq3DaeE0dJYilV9Db2/aYXgfU+xp5J2C+YuXbHpgoqSTGsNlawW4SDrmt9S3Cx38RYYM3ht/iZ6W33gf7dxrvHa9WTKUJGx4fE11waBTDWl7RqTUbIGlytX38V7Vg3AKQYDGUe9NTi4TqE5JUOurydmPuFH58bq84HeSRo/HmQIWetCGCmI1cqIgxP4UaEOhbimUEzDAtMnW5MiYkY0l8BF0vAEGFk25OLIU6QLqAoMXzvShDW8cuE1Jl6ZsKPj+PaB43ygnUpjQTW/9AZbyajhNWlDFDMqFYrFWlQOzluDOWVVFNB3dM+oNtdST5XpX5pmRmMRKNMcLUy9RunfUEKFgwjuwi+FIcw58OPH77ievyPyEsMmqA/UOmtcHcLA2phHQHiFpDyad4IpmsbxJg6qQBSs1PIj3nur+X0NVgQWujSGIZApUOm32EKqT4u+V93xMqYClxixORZ5D27fLCNzl1pEbgV/Mub0DByA5a1gUo4oQtvac3scDZfdXPVqI/2UcV4v7L0lsYQ8vjVSV0Hyt2Ga6ilGRuzDljBAmjTM09VrC0p8IJPzl+cDaznmGFhz4vr6QrbGlsmi13MYeqMhH06DJQGBPymvdY+RKaFibeMpVfQmp9044CwFPLY3gFJmM6M8ycwJSwIGR5D5k61hIhmxsTg4frDfiubAakRFjwP++EB/fJCKqLSoHQcVGCI2OFSN7dpTs9YSssnouv8NYBsnbvIAWUjcN7LmhTF5D2cubRLT58sAnGNsqHYRZMSZ8Fjw5Rq1Yr96roG5JmINRE64G87OFodgLUROjLX2cMLu+Zmem1LJRALN3px59bblNOVcaFC1nVrK75X2Kr0lVcLgkUiVDmb3bGgBRIyIJWfCa7gNo2Zb36OeLkk1JTm3C2XqlbJG4u077+dwUyMrxhJz2VyAbZzz54wTa+hoy0OlFg5FvBXBQjTfDLNqFN4c3xPhZq1ebSPa5SFNHyST/NZ5XZx+0ENqXns0HV2K6BZgVH9dlP7vewEJfxGkXRGiNHiOdmA1tkawvRjf/xoT83rBouNoJ3oz6swkndHCwoiF51gc/bJENCDRgH6ifXygPR6UG4Hh5CwUdXg1kwrTtIO4yZ6Ar0UKHUQA3xGRj3zJezNdJYi1InZ/kI4lcK2J63rhukhVrCF2ypJQBSEtkJO6QkxtiZbTQRGJd5uUEnVDrIk5BuYcMCv5liqdEiECxyZyW71mKvzYNtCdNaXqOsReGR9rieZW6WVxtpVU5kKNwe2ep5HRk+ZYyUkWtrFcQ9O34UBBoogIBei8G2KY9IssK4Hexk1LzJ2+7kDVdOBU25ZT4JvcpltO5tYoBjim/hPGaVFpK+5e5qoC1u7N0c6mPDTEuz2F6GsGF1QOySvue8XtYCA6NwdRxev1wpoDGYHjONDbiXY80PuB8+Bi3KpBhVdQ2aCQBQSjaI14ZdJAkxuSe+P85szJdXwWKFnMmIHxWtT6aRPhDd4CuRozAc22fj4HrgWg2jfHAe8P+PmB9jipxKcIGuYypPLWTPnnXAi/FfdmaNDZmErNmnQOAiohGh0BNX7fFHlgifgxrguvQZrinAO1pDbKsBFajTdZ/zRHtjcDAuCQZGguWABzDVzzhXE9YVZD05I/iUkOc1CXlwYIHfBqv+GPEUMO0XamMLX+UGbitf2LZ4fynSWfCTF/JhwccL/TSpdvTlSeWQBN6K84wIXN06VRMtLxrXkfyD2uWpKAUGnlKjIhJFCmxXqiZd4/3qP0drTMoxWN39Tm/73GibVUw9z8QOQ97tVU57HdoSU8ZbiNGrL3oE2RvsnV7Z2GBdUya1yY48K4ZJhroVb/tcbNYA1EPtaYQJKhY00PO4kCW2NaW9yRXCFmmIqIAJqGtpF0Du4N2TgC1txx9o41gJjAsICNRccTZDE9vwae18KC4Tg+8PHtF/THN/hxIltHNtWOrSkymeiES8t8ebg+X69df06lQtCUR2RiiCYJpxeHlZdnhJshPZ8IglRT6eecSmMr5ZVH10YtGjOvo7eu9oacqpWhAkU7i1hY88I1noBRM4dWNYUXaE09ks9BR/7u9wthcjbyydOkk7ElbjZUB6PxfJQweRoH5MEVjylwbs6LrTSklO4LswUjXkVsSEmB1qM6ssbQNvKz+cdlQOns996RELdnQF1//bXJUYnEgXoP28FNKSiKVG9Rme1PAkLU2Lm9gckDujXOb0r9bg/EAvQKUl331kVWMAEwi0CBOz9IcHJkvi4qCQxKTRKtNTbwV2C+KMo85oSPiyycPuCdI2Ok8C0BQw15AtZFAq+0RGUzz4D6bWGICURLIYacFfWHURBqpFa2G4ePQxIsEnpON+B4wM5v8Mc3oB9SHFBqarZvfsKIKtdnCmCsJQ5yYiZBoQbAmmltQnKm1hn5zZu8/NK/afZyLlylVxQFAtlNyI4F+JJRvDXhkTc66aYDmXW1UNKKlVNSMpPGIFCkDhwE9JU0pxkzpVYpUlNpoQPP462Z2kzx5Mh1dZUtOvIUZUPsQ+4JPY8L5gHPkNr/9r17RJBZtMYcrS7XxPZ5G4G09zqz6mBFxyyR8xRFsD506uxXesu2VI2WUQf47tvuDQVCoF1R+F9vpPzZsPUY2N5Uk953MWsbQr7rS1MKwJ8ZZNTwgkt3iDc7VmJeL7yeT8zrUnq0qP+6FnmwcrjrGrjGEAvoQDtYVZg1pHdgBWZM5Aj4cSBmIjrHwh795GFZ6iFu5QHWWKx1EsuCfTSwb2mNFGjuiwH1ctZCpKGfH/AFvo81vDLZaDeloWa4NDZXDwu8Ytacmq05P75hLFIdc5EilpIHYQ+Sgluk0zFVJOhTBh0i0/Pa2GLRBxTpAwJ/LCUN4nanW4qqkeyFFh8WudCUgkeSWBI5AAvkHFg5YLb4UyVPKLoZGmoNoAmFvQkB2J+NOIYkSHZdmAAIXMUiAR46W4kqRHV+giSSckatQWeUYFsKka6/Q9WNdW3e3roKIUwFkvMUUi2qIgCKgMkRFTJeG/EiNLhRSoXImwTvflMBZSs7jv2DlPZPjVPECjZiC/wpw9tfJPAn6s0SsMASFWst0sPMcjd/Mxbroq8vjOsLaw6itkFh5vKoZuCAcye62lrH0Q8cJ8erjm/fcJzf4McDM8XJNzbh15wEbdrE2Q4crQOR3I0yA/NiOtv7iRyJOQLWEmdjBE15VqQDYRwqNsOIwGtMKtlJEcA1X2oy9ETCDvZ3x5QgWu0MECI5Y7FOPRqOdsBVc5I1xZT2mhQLI42woTnkyXOPn81YGCG5y0oPUT3FxBKbK7MOC6PvWhN5cVVCd0ajBGCt7X0mjFyBXHKcm2hCJXe3UA1Gw25oEmK7JTuIuvp28gmBgOWi+I2w4Bmaa+qsCTkGDdKb30CR5za4wnrIcmCE6nvRcBmTbUNpbwy1muukQd0IL1FtPitLbIaQWWzucU1kkfnUNjCKsvUydn1d7+UI5BgVgH967TzCNDbkN8lcCnvwW3N0W2plS1apCFhcY7Em0MB1rInr8wuv5yfV22KUU9rYlsE0C0fqFzOdC5nUJHpdA+3riXZ+wNuJxy9/xbdffmFqaw3TJ+aLY2ILIkUkP8cMrmM4+wM4HK/JlQk5B3CQiURWomEtymuYCXENkrPTeZ0LjhFkDrFnKsGFOjh1n6TjusbA9WJb4oBR4aF39CawYQXCxWBC4Hm9BBo43JnJhBxnZGJq3yWEdNeDYK3FbIU0vSmaJBHROUkacUWXDDqnrpoMEViYGJPjYNf1xJoX1rqAHJzkcIgRRGMmbBKwbARLdMipIFCDDzwjBq7Zo4iWKxpScjUjVQsbUi2vwnugLGyF9qA0Z0ulDr5ViQKgWisyUqKk9+Jlvgb29esIk9K47b6+Tw6vcJe803CzfLMNiX9XHVr/5V0FQPcJWcn7TxhnaydDf1N+3m7jVLdpp7P3Wwh4ydvYaGhk7swkuEChrSkO3ULJnPA1+c1s2aiHCsAyEWNgjon4erH/2b7g/cQvc8Hh+PhLw+PjgUc/MH0hJ1MtC14HYSU9tGbI7lgOXMZ9kq8cMCQsT9Q6vhUsZigZyV6sR3JAXOmtptFQOzuuQQ3XdJfzksx/6/DOJ/X1mvDD0NN5LTWWF4b0gGlf6FqL5PW4AYXKXmZyrcHcW7qKOSPQQvzoUiC4roG5AnCISuj7QMImuEeXZQNi4bqeGOPF8b+YTP8iCdCATmivuZDhhVHmg1GIr7XkcNyb5GlsI+mR72QWlIdGAJwU2UBYMX6AXC94P9CzeNupFD200Q0UFEMV1bbbUIgUxzbR3ux6G6cyQILY6i3jZvuwIjf21C33pE2RNTYiX/3VtzYYK1Xj3g3kz0fO5txgBckA3vsjVTvUjcqqJ3aZLLyBNURNla81EYsPuekYz9KsLaNPoohWk+PV59YblK5MLe518UljLjy/vqg9cz7YfjkdaAfrj9K2DqAZt1jXUqLek2NhwR0cWAvui6sfmEep5WFYUvmzALZ4cpLgHVrGlEID16IUS8pwajLHjhO9daxrIGBUwctAeiLSd1tlreTnsYbEJBngTeYkMjDmC6MIAuD42XEc6IeUI5zo59Kw+/tQPKVmOno/wO+mocS8IzHlL7WOAkVA0TNVfcUDWW0sgIgta6LW3ogBqFJY4stZhINqR0ihT2m8QVEpQWBSb797qBpNKwL9MoqnAdoOoHbONjg2q6mg4WynrBXMAApFhcAu5qswg+ZcU2nsjSHUSxbYQwO1bRdlN7VRbJccxcjKROT5c8bp1vdNBcoIbTfBC6WiV5IH0K814rPmhDUeJgSBDxOJwZJGAaWvYSZSAlA9KxioZODJIp4Xxl5bP3AcJ1UQWucU/OIQNbrhUD1Yjf815J29wSz2ATewTtoki/o8qRq5OXKpXwmOtiWYpxtolCuAUMsF7rDumJkbrEEmWiOJn+mao58PorqR+55Wj42RUY4xF9ohBHSRNTQkiMbvW2QFxSKZVylnt77bBpSZ6RTXTmosrRnIgwMGzbTMFzQCGsNSn5TtHFtZB2NHcA7XV+S853wBOkGXEyC6y7MRqdZUhqaC7oH+P2xMg6lmS5VyIsxnDf9DzpHzt17pJ5g5RAZc3G5GM6WSbw5qazrZm3ECfO0aYRNHOBF76ZUhd/O0i/3EVlJs46Vl1P9zp8aVvsdaSPykcZqk6G80VhlrQIOk9YHsTmz1521YIjLIrdAgg1gkIjnhgtyLZgkMgRKKKCAKe1615CfIw+04jo7WO/r5QDseBKHmFFp34ixwItnHrCl5EheW0Fsag3mQcme+H+iSh08rRXTDhG9CuWvF3lyJHItr+pqj4RBSe6dVRfZH0qja8eDDgsS3LOWT1Abq/Cx3md8RLeArABv8WlsIDE7K8AlpOn9hLpPTjj147Fo+vGTMc0602ZAt9+KiiOA9rGmjEPADcWbV1yx2DbNTYrB/KG8E0PCs2241YCm1C6bELkPp3rT6gw6QUx/AXhu5b6WupYa3wTq5a/QsZQQzA13PtcShN78WN0GhEGs6Yx40fw9Crs9brZ96FZ0N1NB4vqW89AI8J5n7+zNCYmiXFCb/6eeMs3iEodqBXsR2erjXAFYdJPYHubM3MSrfLs7BDz3HRK7QGoTYOcJe2EsaBydXWqlpO8w7UdvWcZwnjn6gCcFt2mUZc/JANcC7mC/hiGXISbJEzMoEiMRR2+iAWWhVQiNjRywdloImVKKBNq3eYCxELoxFx9KgDWbGgxJycDxXTONWJFyRYC0epKhzZ/VZG1o3kUEERAg8aWBt5+nwZewlgortBFCqlsM2tFq5Z04h7wymu9e8VHPSpiISc7HnHBoXzEW2Ec+BjEzlhhnrZa1NRako8OwsOl7Vw6hyCMkdqMI0uKdGQE3GZhZx6KJqJkmTggPkAQOckzmtG9wWFotmJJjCr1yw4L3sXtEV+hqIWqpwWBAq2GZiecaWWKaITblNb6e9u59Z9e0Gp6CMIjSLSnX4eV14Pb8wrmtXAv9+45TBFOsh1eXNMsn0/SD2Bd+WzfBfaU7W5TM1zpWwIIq3Slwq1J8qYw9TeuHgar2G1g709sBxfuDoD5zHA95Pbeeq+oSvtSZwTaDbgmVHptLTRfIBlu/mOMXjDb7qUDNSLqGi3llLMm01pTmC5M2xjGk54wpgsTRZIqYONIrlYlOBi3mpbKAGtiZlsJ0ARbXSHDHZEonUWng5h9A8rXLRDaxtcE0p55JSRWQwyvRDKH9gBDONrF3tWXzZibVeGyugYn1KkSB3alhpbKqeVMFVCSJWTrK2tvFi4xd7SGHT9FKppr5fJc+2H9W8Y8ZuXzkAi46wiQA33zVo+xeM9EQ5EW61k1S5WilQIHEZHr9GUVQDEMKuSIwBz0LpYUWly1WPChzbKn+ZHO6IyUGE14X1urCuF8J/EhBKpVuRQk3BSJLJSJN7JGa7a154Vp9N6avmCTdLKGimsYB5DVSTdAs8AyQgN8BNPNp+4jhPPEqi5DjgnXqxuRITExYJMyoXzDnxugYGLhztgcfxAbdTDoZ3mkp7pPLN9XbQ0TaQUDVhTqI9pLomCjBPAGhcZW9UZSbfdVYkEmhS90qQPjRt/1qTtbQQ1etiu6gd3ODWzXffbQtxRWCo50g5Uaafc01mCK3htJNtnIydJqYOUJ3oYtS4sa0RGchZoE/CWmUxavzLOJtzT0lhCSnn4uaIVgeYdSSBD/UUQWZM74eWFgFzTIy5sHdyCiEvWl47+i5rluiPc+XuHNwTKJPZThq6gTVnLI4gCjXNCGYWW6qFEiebNGE0KBqm8fehUKS0t7iwlqRcMhVmRVzTNBzWSBT9AqI/rheHEcb1Qo4Bj6Se888ZZxldjfrYrjeZ1SjCVT4E6NBXi8U3i8LtjozF1Nm1a+1SqWxAc5yu3pj3B/pJZT3zk6+7aBreOVPnaeLUQuv9gi2XEXjGCz/sE0f7hqN/h+GAaUwMqSU8SoOsUf+HTTgQ8l6Bsapnx9SQtLbG6Ghc+yC0iodee0brgcaKPVlCFTeCPdcSXTG07xKQ7KTUD0dp1oqxI0rfKv2fDPUzGVkZniWo5o1GVcoDDgm2MTB752a1iBL5CkUqLS8KOYB1YcXY2c8K6isVnS3EYCLNj33JJjJCs64ypylNfHfcN4EtjIe5nH1qxK1I5cg7MMAM5+MggCXHsdbcky7p7D83l8FUrxzYnFYiwWCkVjbnQoajaTUDD6O6UpoPNqXbSbxkoiZfKvWuyEl941iDz3AOxBhY+olY5AL/bCvF6psLDVJ7I3WQqPiu+rKSdNBomL5WxAhC34uN5lyajIhQv8d2gV3D2s0bWu+wRsBn70gpNYSa20z+GpP7IE29wkyg+4HsCYTDkgIcuZlOta5d6WSkhiX4voVMW9BA1zWxJrmsmcFZSnBUKT2ZeoJtEQ7Z2qYrrlWKEeQpU8mBqR8ATYnwIBSLZo0pcGag1NFJdl/qe2qoOhVRkxGbaS+Qxh2ncFW2opAFRO5wtTkiMeago4Mj7BawvrEEHs4ClkwZwD4kQjqZ5Zh4wFrXUTVcRe0UeFSqjgysO71EsnYm97SpTmPNHSXjAqiNxZSS7RORClqRMqSmF2yxYN9uE2lAgFaqFErh4wZY2F5pb8j9mQuLUpL8VsbV74ptBJI4FqeE5utFnvoQ0yrWBjV/mlvLKBdbMWCnpkE9l6qjAGA7gLpOebjyMm5vfarY9b2Mvp4v/ytJyq5Baj9OtE5Vvd4O9OPgRIw3gSekjikPVliABp6Zv3HV+wH3A8gOSMmgFixRslKGDSodACQHNCd1YVmgSRR6N+Mj39DB2gwdchDifurrkNjEb0/22DhRQWNjqVkQ/8K6aDTFPqmIE7koUFZD1BV/TI3wWMAagBm8q65yotUk/CvalP4T4g+Gs/t4VnRAKFfYWDfeTvvuXfbWtuyMWcmH3HVvPW+Haf2gKHDGtLLkOwxS0Iv7GveWLr3983ruZ29ocmDKVkzPBEyANi6bwbRfZbHL2FIBhob75ij04VYa1NhBlYiJul+yA9SZoHhAzLFVJJcEzclYqT0sWiHyD6zzT9PaECBiSoV4vTosVZjV89qZre3CuKQZEDyUUchXpbeFFYmUYsq/HHzYlLqk0oHJE5sOGXmiavWICxqrAATTXGwBV0V7IJmgapxN1M+Cw127TbjeAGBP0nsnq1hiVWFck4c0qT34ptytNG0eK8N8730RXWD7ZeJ80KGsawK24Dg2DWyuyQMTcTe0b++nVDT5943ZQQuBVJDUZTJCGlJ0OwO8kYurcbOqvZYYQGLAMpPRO9aWLXLn1fJQ1DSrtgrvH5MmXVcCNRlirTIqqJ1mgitu4+AzoF5RqKdbKHVJ3EQG1jXh3hkVSlN35678WRM2PJM6z85GUAkFwPjne6sZdhciQafKgG5vZ5v/unKpm8A/I4IKFK8X9/Osaw81INbm4bpBJPl//ONPuLXg4dBKBhc5mCCC7w98p6V8O7W9CfWT0ybZ09DNNaLAwb4a01RFTxctLQK4Jka+mGrJGPvBFsrj8Y2gUOtyIkvppKB5NHTj6gf3A5ad+yknNpRPah5HrlZQhtKcOrjMEiQCnVqJ0yhkjUUywSHAZG/syqS2TQuR0xe4OFi1WUUQTTqsXKglrNwdyvT3OE48zgM2gDEH5mRd6UXNE+l8WjIF90TvhhZs0xcDpSLAQpUipEmmIstSzUqjUxoJ14NXGrwoCt2c28DJ8dXhMtuvuZX6y4F60S4L8bg7jJRCic1hrYi9guSEyp9ga5+JmogyhcNv3z/e1CBKN8lZ/3tDLy6sIihMThTV2xQHOgUAQUYKKJNiZgSQrFIpbzMRJzVC5ghAZcYaL1yvJ8bzSeEzlNJ7Aqu4uHKQlZL/AxP9x7q1imzl/SoihuhmJf8Bffidb6tOJVpXtULs4dvqDVHsyZX2YAcFLjhiTRdxaf0fV/IRXeU2rWrJJOiR+qnDYY3eHR0WBH4ibgCqgISIiTETczGa1LIk4uMM4yFUbmaAYv0mlhDechzTBA+9+FtjAFMHAKor9/1ILvoZY+z9MAlsUIc7Lx1jKJVdC2nFcIEiJnbkdziWDk56pZBGLC9DEX1tDIAUvHrPpSiYAoTWPpQhYIiJXNUibwZXqaX2s7of21h9I8Q1YJ56X50TS2Y0luo7A/pkKAnJIqSHCCo34lw1Xx3QWlKrtF8zrNtAFUULWKPhFAhFg9Qr6PhWamv7nm8aqZJ90jIDY1yIcWFeF8b15Ca75MpLQyqI8ZmEPnfZS6G//37jXDKaSl+helFRz7okSHYu8Z7h0kutxXYMc+1CzaRpa1wNuMYLgZA0Bf5Qh2QaXItsz8c3fHz/xmW3rW1wrLSCalbTO+9k9WUjmO7SMA1zpnp4VFIvFbh+HFwZr5uYancsUKsn8faQ1IdU6QF4gRtKs/QgTZO/GXdK+uaHMMZAi4C5awyM7ZHz8aGXT9WYa9dHNdtoLjJA4o18YGJVFVURb723VK9zwSxQusBzDdVTRqLBWsgYSEzq8+SkocZghCGhFCUQXcP3NfHhViNUdYx5zZt/ayHnLmwg71QSKlNIeawDV7VwxTZo52uxcsqOUnVRJfXMOBqq3ocwkCD4JQewEvBM7CVO++lAo2ld0zc8w0LqMMaA58QSoWAN/kRQyqXKELYIi7zDYteVXUT8dOTkrzfjo1Iarf/Lqi10Fqv5zT+Qr8nxB1m2kMJkbEkYZUS8kQer3lWhtb0fRISdm8DWWvj6/MLVhpglHb13tM7+ZajYLpV3ZLkOHh73DoThGgtjLEQyjXWnajzljFI7TICZpf1iou8p5ZHHCwEwK6j3w0en1FORl8TsN4MUOGPJpbtjXIjo3KKGGh4OtFjoR+fgwQJM6RmNd6L1jvNxYIzBWOOVOAqgyLtvUpGkakpAM6YiNfTeSHBQhpO5yBCKCeRkMz3XDiSRgVyOzMXVF2/gSU0tvXcIsupOA9LEo21ngacAgNbirZwmx5p9TXKe2Z5TXR8LvUsVosojpZrp7Ov23m4HloTcueszdr3p6kHPRWM9WkfrDk8NWSe02mPtXmtty+ZU3cK4Xri+NPq4JhDaCRqU8MQbMYGlgm3Mxpoh/3V9rz+pOXcRXEZ4s0LM7G1fp23AIzLVJlH65EARh+sCTSmDCZDJWJx2TPYss7OHZk7jW4vD02sG19CdhuN4aK2Aq6eoD6yapByFv/UzVxpnMdMAa0qp2q4MlK2j1qsUQFGuOeteGDYxgE6xPgd7lIV8UrEg9kwj6xzem0pLA2C6tmhAY00enHlRH9g56L2EqDINc6yYeA1F0MY0rFLmUkO4d2JSpcGMky8kAdX0BCOSS7LDO715a5BhOCIu8p2t+n8C9SKRWGTW7BQWKPZPuYqqNWGMspV4VAuOwJntryUuXOlpbAZUIfokG9HdVYQGoHM0MNIQYehnI1pvSu8XKBXjBo4QFaWvImjAJhHqhhCPfGGOi9sAeOfJ/oqF+Xwiri+NP8ZmKNSwSGb5R/597Y6pxLic/U8Zp8E3IRi6MUwhdUPy5ima1UUUcqfDF5rCz6pn6iuY/qRzqHefemjmUjISAEGYZk28WhLeSc/TwK3U/9iEtg1EsAHeATRR8difJAjVwIRH0x9677phXDCkesrqeJWBKkXMvKMoTDUyFQpYV8VOu6pO5OIzRseapVzJAfTIInMDmAOeVB9MV9q3QirpQC4qMrTDt9xI1Vu859Xozz2k7ApVhXC7Jm94QIpYwahBwxjiDfPXtIT7u8LAnRMUkEfHcJPZ3xAfVF+xap9K0XcPWEEgRcgnsKTt6HXgg/eKqbjhbqdwIqWcUYIGZAITMxfVLbYHuR1mBY+IRWzBlA26adMBBdPIkJuwmMAcuD5/IMcLHguFbLHZCB4AACAASURBVG952EqhodajMqZy+CVf8tOAEKPc/XtGyDJERoa70vxfvlPoXU3E16nPVb2gQmvrDVyyIdyv6a3v92xKSd07UeIlOQtPHCdXh/tbzeIy/GZEHwsImkMqBilU0hyUJ+TDv1enqj7hU9f5EjCh4xj1MwmvLNUTJYG40/5djlfNEdqJwvYIb03siRmACvQ5p5TeeY9WcskT7o9JQno0pGMb5p4AUuQBUmNOuf/MA3z7cGfBCbOOjAmk7WFqLrN11YlsqRAIZHsDwE2jU1QFbmeBrEiSdwlklanw/cs4Sw+I9SVplPzSOmW5I+qW4qRF7M+CSm+NwBYpGQu7T/cGkZieU5kIn5/AsUbK3toja8mtB2sgxoWcVIq0WtylZ1cuK4RHRBT2raBk2H1rl47yv/bjTxYZ8Zbs6KiUtNCnAn828Tnf38neLrjEipN9yBmYc4nexIVI7pTpb42r+ExG1WSkuajLmjoMTTs4U2APQKLzBptcEv+LIllrcDnQWnoURkez0rbkSKmU84apXweQ0L7Kv4hskCnIPTFDi3ELRXTn+geFTRrxbdjiTNFAbXcVeQibw1Zg1HT9lTJiquDVqUohfisX1xdYEM3VeFMW9y20Ol5TKQWLvxMaDLX06ebgKlNX+yxhaKiJf6KsxUVtigA65E3HRmeBIFbcf367r7ajnJzcjvYgMV/tlVxFWAi1X4PcXtiOcshSY3fVmBMtJ2Cd32uV1ZWf1X2MheyMYndbtDoNAVscEIyYWGMgx4WYL0C7g1jY3UyClBO21B0xXpN6KDtiVlfg5xlCb3DyFnzStWRiw9yA0o0329xIXSGpqueyDLT+Lg21IpAc1MQ0WoJ5w0c7AeSNHBskNNL2sqRc0M2tKQev0EcpkZEYl1JatLd+VsrD82FVCoqdvgIpNK96X0RycxsbwaDc9Wco9V+LtUstFa7dpjslNPJHU+lhVj3vrJcieJCumCidmuCN1pxjAg1MQVERSbWfDN7UQgmtZtxCX/tz546M1NyqHmeIrZNvX6vWS2kGGVfjubWNguI+8zutg4CUXRju92VaUSSX/SygPqCJjba4SKvUGJgdlqIe9hsHEpZqdFlDggAYFQIHXNobdyrOllC+BVxdHjMV7c/JNbj5YE72LueFXAMeC9yQYdii7Ttdv821nmkxoN4JF4m3+/a/+fHngJA4s5s7q6hZBlcf6D3C3v/3P/BKyyhZFzr7l3Y/2UywXgsQ1fNE70sNaNHDGuvO1rraMRJtgu38oWqwUI05LkpXRjbVkRqcrmhWCA80cAzbUU7LsQW0YB+g99R2p7C6HXcTW4a5mKa9LxaGsYFu/nZADKi9jUUmr4cNERBCg9o0aPFOkXvyYkcIUdnMlVsp8kSM+xrAw5W2JFq23S+Nz2/CCKPPfTIKE2jOGdIUBbM+m+lg+rbWOjMiSGRxdave5D1kxsQpoxqBI/BYrSg6Lc7Z6utRKIa9Z/2aQgltS4jtbKzqXj3NDM3SBse6oP6lrYlcF+KiUcaa8GAk9T29cj/39znWep4m5QuJceyAln8woP/9j38TWltWvq9CN3wtIWjydPetyW3EEdTCqd5oCgpVZagWgVI8pQLWnZQzcWfdG3o71Jgv6RRZIWoRTm2pUiM+qH8zlmFKRoTprJQO1AetNCTVfF9IrlDIapVge/dtgM3VEM96KtuLh4YCAEWD4CKgIjyXgQaK7M57t0IrIAyFVaqm4+sYgvVXOCInVk4kAnMOcJjXN7W4Dl7VY+4UMaMiMy1pH5HUFJHxureYmurQlkZAxfhZNlq/UfibOVYHroDDvdYPbwQVVGqq1Dr0czt4ptEZcsosAHmeNBqXm110I7V3VYf70Cu9pEFiIwrbhPRvXCcRbIXMASy1ReYFi4kYA4gBD5731iS/mVNvlfqMdeOYLmx1Sr/v2Q4eQrj/0Y8/QWtveJzo62bK0mBDNVDB4rovEXVI155SCMRdry7OddYy3vfQ0d1x9hNdukCtn+JQOuvGccFb9UDZOonJ9IxczgIYgDkTYxlWbNqyarz/5afS1qk0kykkN0dXFIxydEKruQJQO0nrYdTXSunLTK1w1U4r5kZqkQB6OafYkaBQw6q9ihnjMC2ircFpsVPmhcSCh6GlazbRbuOsTHUf4Dq3b9zZ4otWM0+IbSb3sZqUIgKpZcj+dq/17JiPbpR2G6cQsdx1jQbD7I9GXAeVrw+4asVbKmXtec6IJS2mtj8Nj9BbewiBo9vGgJwmTgPNQEOopUTPzeXIAzFeWJPzlrYuIBY6QMME0I/atQPkuMsE87ID2U1ZieNOwet2oJDst2z/32ucyKaluOJauuoM53q4qTlMS9tpTk01hICIUJsDSTg7Jufccg5YaBmvrDojcY2F13PA2xdaP3F8fIc7m/SUJOnIAF7PC898SX2P0ZQUMk6vBBxjGuZ0JDrMT5h3pHeE1isssJcaIcPUFrAscSkU8sZoxtHOIsUDIZW5ULrGVoOSL1HgzALeAbjD86BRjUEGzMzdk3QZKQC4J1oGruvi+vaViCT6vVJTJM6ocZ6N8pXXxJjAx4MKEam6F2lonWsHE7lnMasGYjNdzCSBWGxJ8NnwLt0RKYxbxkyLpCoOVa0OEUx2mrnJ7+V42ObgYmW+Q9jtjIRz7gjJ8bi56ZF39kQCyxQf2Y0kgqOf6HYAmiriVjpDNybALRe1gNbQ2wl0mhMxScPD4tl0BDpMr33gbDz3FkWQkCSqlXq8Ir2cTdkKMYiBWXYEYiOFbP+UcWbwQFRNV6BLLkoku3WU/o5bPSzJGapm2a+1eW+3PH8lwvfmMglYW+NsIDpS6GrMpGrApVRCaQEfVqIfJ/qhaXlxgFe0rY6eGPDe4L2TIF3gjY4Da8cKHGqPmG14v2rOYgFl+lsiVelF1XbMhQPr9qyC9y2hHaO+21SUyJHRRSjl1Yr1/SeI+qookmoR+JIA2FTNPuCrUdncjIigUOHmHdlTaoEDc64SqdgTJht1rUeXvEduMpsAubDV+PF6ZqZfS4Tc9zNm2cIP29wBcHkukmdkbXplkSYU402UQviuHOrCqsfZdN10AuQ4hxKA3mQCCXgGp3uq/gy1hha3DOQk9c7WhBk1mrpTD6phl/LY/dGootLgjXIypSZfrqreawX7wJxv1ecq8sNPG2fdBitanioV0aXqNqF4p4og97VZlTi7HmRqyOWzVU/FZNPcHUIANUztXdqxnDzZzjVzR0pKwTfWtVBN5Jz8n5oqYVQzlE7U7kW+Xfst7mv6mpRG+27RyuCZEvL71f+qCQaBQEANkhdau+MK66C3+qTqMDara7FtEofz91NRCPeUgbJd4Eo7W3MhwgtzXTDTjhjcbROYoTWN263EwoAZxZfDRG6v2nxfazXXjaQF6BnXGJv+jb3omziyB9r19elCfGH710K83LQqUofZQMCpnF3btOT7ulJotjUO4Bs4GNFNjDC4xgL5LFZO1cWmVCiYLc1g73JOYE04UtNMnMbpZrAoTSbczhasPUkV7Oi97f0+RcYBKvcCqalvI383ePSv//jzVkodjQS2kHDZX95/n0ikaxK/jPGtZiX3XUPMKd1Y1T3eTl2m70idSVYPlqi5WbWJGt+V24cxXWCLj5MRoCGOyXXk5l1aqE3XVkvrFJW3sfKD0lhvRk/1NwvEmIvTFPXDamJC6Gwd3hpUf39Ylb4TFOIHSbt/LSzYatDZdfMVP/e/43YC5lxpYCFSfDXxjTUrnQnTSRjVDInocNCgd+0KVfuHNVs11u8cp9hBiqX8T4i5qwasPmalbFVX8v1LTNr2PSnKZL79StBIB1fgIW35PtAkC3A0MJ1Ccd1PauUG10N6AhaBDG73Diw4pFChuV8Tkt2SgaG74XBG5Fbns5wQct+XaiV1xzbMah/WfSv2WoKRkl2CDeLoxP+0cdZv6hS+/WFHS74ZpyPeUV0W/gSHmAaiol0dYJG5W2s7NYI3GDpHj5zUO1gtyNHOFuCmfKkpbe7ovQCflHo7FQ76wTSS24+BYklmMVXAyJmwLe9IA2WtF2+3IYXAlkHxAFXUrCgasGJECRyrCrZkUVbk5s7SDdPxmKJc1bB8XzkyHRBTm4kbu7SWz4n81DhUgn2/ikTEAchRLXW+rCmgPzzk3SBS5HlTiUdNyaksqVRzX5d+n1CqCbZMeDz311BfTdiEeNg1NZRKbbnVrC4rVaOW2iNT6+Z9X5eZo1tHrdvYKHSCi5gCm8xe6ZDptQ+pOPTG2rRInSXDaTr3/BS6VwJ6SlN4Zyhvhlkawfx33gd/B9H+5Mef1JzVGK8HVKkrI6TZDZpgHwo+Kqa0Dq6K85uTKews07Su3bAWh49bp/ejOtvBwWdnxKu1C94EMEymd1WgmAjsc2phUDbApPJmjeltYGvPpiIHzGlEqOdWxpo7Wt6AR31Qoa0lDVE1zB+i55uR5v36dTBK26Ym/Fk1OEeXkmgzqk9afTerKjdoeLsbq+uqn4qc6TV2x4U9a7JFEarlODC/NqhyO976xDfuuJFV4EZrrUQt622JmOdb3HzvQbKKCHR01fBzR9H8Q1lBR68cSZ+57dch5U7SmupbM4prWZX5dmzlmKzGHAtcUPnJFRm8Hw2m+YwUpTIVDfkBUyh+UxTXURKijjvNL8PsTdendDp1PzxulP8f/PiTkTGpuL0V+CX2m9VAj7ejUSVBzVKiUuOmqOiAUWU99ACQhqXdHBa1uUy1pmrKYNsXRW6nvVACE8W9rBGsubAEbZ+PjnZ8wPzATAIP6OqdmiNQyOydMAKKdslVfAtlnHdtyci9ULVn9TPLkGKV9k21TXKTC7YrruhcR/IuwWgcsmT2RidWrq1aXq2ClAoB8G7Eqi9XOda26yMcDbFAYjze62XWmzzs9RxNkUNmlrmNgRMo99VnUpeI2WfeGUUqaBg2D5clxbqduGkM0RyZbae7TW27qpdLaO69E2BFLawpFX9LwZVKO5gh0EDv+1OwZDPOclqsrVFsERsga101sr3hLF4SLWW4oTMloKeJMNMbs8rEbp1w+a+rlVSZyE8YZ8EBZWy11AeGm7pnQgP1AO/UjwcyFpTiaIVgABEdO32yhtYf9CSNRjgDWCNkfIL25fnC1a7QBEoZztKUyhSKZiblvsb2iQVlOIqIwJS21vOFUk4eqKxRpSUOLAxh8UamwB4FA4r4rv7jHJKunHtUrKD1DQBZzayCrByrGnShhIjdlS2vJVYQNWnNCB9BKvO9lUQKNomG6xTYqG/KNNwdx9kRyzCHpCQF5AQYSbhLuN0T/wkh9oqWKIerN3vrYRK7qjw3+WJ2n+Ay+FtJg39uziN4M8XomdrbFMqKoGJj3jW86UWF+QhQC2UzS3UnFxoRQXXhB8IhIKU94QMrAqXm3soAd86am8Pr2otC8NLhLoM1u2l6ewGv7yhdg9zA7Uz+QyQEzigyetRUffWuWtGQxJrYvNEsVJEHkQLmSRFgYEfBKNJ5uJj/POy+Aq0H2gGcvePbL3/FBgc1iO2VmlYfbErDJY1rC9sB7ycSDWPlmzfXza7vrwrCKmDlnkRYEr9KCOmtOlEPcq3AUAsoTQT4xSHla06p2JMWxmvmAa8cMNO4EsE0EJCLkdCZtobaUVSUU4tmlxA1DLxgduhw1KJZY6o6JkZyKD0j8DgfaH6qdVKGwHUYzbsiNGs5ZrgiQdQcrrz/hkaUAZtSQvOSJbkd5ttBwg1g4C0VrRQhUShu/YzaTJ3VLxX5QWSWozbAQaoIwXG1SJ45T+BAA1y1qbOdMUsItzI3u8f6DPeEE3EQfSZzmBM1pspgfQ12tlH9zdAZSt0cb03kf007vZeb/9g2/5whRK9z1wOFmIWAhaZ/X0rnQo3W1ihVyc1KTO2WAJySC0kVyanRLu62cGrarIvKBP7AnhwPh3ulUksPlB+cxfcdmYoTCt0sNJB257V1StzbSFwrdD1aKBQLM4FSOdh4Z2KPuaXSnLm4lLYgm0DCmurzxfq8lNrtTUmevFhRG6z6oPxcoR6md0O8aj6Sr9Ua+axYhuu1MC7tykwekF3vhIuzyCj543Pg9XI8zhPncaC3E2NwdWBN8XDTGtXy51zCHOSIdb9cLTCgqHV3vVdztbtWT9XRwiw02yZVibs82rs5sREg9gZ3hN2hF0VEQDnKzS3mlvJmbKG0cNh8X12ff1BIqAmbBvayUa0ZB1sjrcFBp2lO0LJ3x9F4P1pFUqW4RTXc/cuNzDI7hDJQVAAFdufhp4wzEjdihaJm3qnJrHoqN8CsC1EBHJUC6SEakN6QeXDxjDvSF+J6qbGuGwmDGcegxpiwdlDRvaWm8+tG3q2VSkFYA5raMYTNy2yQC9FqbrJRiiTy7sOq/rxX8rH25MxmvPVJQ5kBjasW75SB1twiS6KaWwRS4wtR6La9X1sCxkFp6gUtZRMTiTLYVP+X/bXWG9kuwdGxWqWQikKt16Igwxyc7BjjAkSrjD0CpkY5FAnd0dvJ4QPVSUVW33OzVhpCN2qfKm+yUlllXLVA14zqelu5Xff+j9NMG7jYUSZzn+cdgOeLmr71jywKZKiK1I/WuRz3f6mbs85Nkq1WdXH3hkM9y+bO2j6wR7yalg3TIDls0J27PrfQmbJIgxyPNnObtI/z7TNg372fMM6E89y8Rcxq00TcKFvKu2X6LugnUmmXyzZlpNKcXdVcNxCVhQtm5iXXivDC+kprFPrVDKwn9k3xPeFBpJi9UkZ5Q8mmFBiRVn3X6mXK2PaJKMR13dFT0ZQJIa8KyTSUAI2MWYc8ERs1LO2a+n3VuCmnkVap/dwp6/tE/0oaF+zA4VJUF/HAYKT4RX3PG/rrhtYOtDLQxSVAzcVSMhpRBA+py0BuaUvejhbkRxN7cClTKKPZ6TR2FKOW0G1clThKf0u3uAzQtmGaatHi6DLVrkYo63OkInrV8np5jgwamjUc1nEvSVLb5E3TCZUBZZHZuXH7UM8ycWMoW5pTrbwmzd5DrZTe+Fnf51GhrPPGRYTX6Nn8aU77Z8YJRcqSMiwaGOqiC+ncE+x/9AJVuLsupFg4+1f9vh+npjcCtiiUxfXkaqm0AzCuFjB5RUrql3Hyg/N65H2tAamWTciLM+NGvv23m+CQisH27NXM16+aNuFIr+9si9GmUrAbNeXnK0AJ+2cd07TcjJ7Iqa9e2zgNSVaFXAGZPyQW2Eo0IZW8htzDwpWn1PdEUNP26A3ESaHrs02Kr0hWz3njMsp4mJHKAWR17LCpejdhrYgilDxl+phA3P3vO30Fn1k9iXxrLxikYgExiwSk6EylJY5etTPutFiOo3vH4V17Udi7pJNhQbowNL8auwZvTX1ywrconac0oGlKqutXd7KHKBBA+h5L+IV8czQo0FGOq0oPWNER/4OAkG0Plnv99i1bWW0HqLGK/fWKKzS6enSmG53AXnfgUJRMjkGp7Ijy42IMwfue6wTu9yqvlDuq2T6hAdOOTWhfSMBFjYu8r7voeXxcBiiV3UgBsFsjWd7b7sWoUARkpJ3Y6wPspv+xtub3WVO/K0tyYwiRXZoGCbgHPJne71VyYGT1hV0+FHrJySrXslyl14r6RVIotBFKe6vHOOfQzOSdZJXB7ZRQxH1GWN/3vL6B1csbPlFADt4Q1apDxb/W1LhAqNgGigTB3mrlVJqIKp5S6xhZKtB/8iy+G5anTNoKVNK/O5XfM8mO4nmWjzeN6KlF4ybVjSoR9s8CwngOazjkjojM8BgUcid9JQfwryez948/N06psoUFN3upsDa33bxO3QRXOlTez9MwV83elW8t9866UKFMSGhiTtUoBgALfQXXCIAEaIdtT7r3UtVDhepR9T9D6Wqp6W1nYryRZZRloHc9zTQqqtGfTD3/P9Ledk1yI1caCyCT1SMd+/H936b9nl1Nk5nwj4hActbvSj7a3h2N1F1dRSbxGQgABrSgsJl6zJVvWFRM/qFy7vw17yoAGCyoI2VFtz2ctnoV+zM9zY5N00W0sTwRgfS2CJPFQ/93mFcdjha2uk3cIUHp97ycnmmrvNoUSa58tO9Uq+BM7O1apD6l3grN16JMrxu/gh4KJUMhXgLNXwuEUGKFuttK1cGa3kuUuo48DCOxXFJF9DYWKY00ipu5oeQvIzDHYO5ZJ0kxycBp9Uh7zPfY1jgTDfQMqdTmnx/nYQNfKMSYZLfZweim/n6ds16Hr9ySA4ULqVofoNzmFf9bwE06saDQO73J4UdQ2Lbk/ZMFxELhxvj+RuwkuDF4GEQRAWWienI8uA0TtMWfleFohHap+yMoZEu5M+XC97i0qsBkBDX5anP1WmR5IGxUtBBoP1j7Rq9CcOeD5sa6npjKbzirVtMbqwCwnFKxUTtUd+SDToVe5TA57E1s8Armz57ZrEp5QCXtaIBBPKoCWQlkapMWI6IxxJVVqBzlFjD40zo6sSKPzjF/Zfz0P4P7NmuH6o8pAy2lThHV08iqWg0tvHXCWlShPOArgUJiqAvKvcLfe+MzLqYiUdhBzuwUovoZ8rw9z5eC6khuZGLOgc+cym1/pS7SQTm1s4HMplVW+VppZ0Y6RUyE6Kq/hB7/U+UshArtljMK+VpSMo/GDAn/tlI6xCtc1wVzbKOWBmUpBIHDmGrLGDkY7m1OWv++FwaWZrrYip/QOgSLpokFxYe198mfmCvKQAQfwhvKpyJ6uFXBw8jWXiIUqNFXHNDnXoBoibfat9beeErboDfhd3NI1+bkvMIWUJKI5NjOUH+kjcgOkGLmUFbpc2qsBz288qz0iA693udfZriknarkWyGg8svOIQKdtqS8db1SEEA0uQp6cl2XmWNDKQcK4hEfhljizDaOEdhJPu27m9Eyn8M5qRXXJkFCbO5yicgQriCoTrypbHttxObeVLeMKUnUWg+lCwWt80gx3kKdJi8POUK5rM/TnvPFOS6Wh1IhsXvWbJi4Se5dGz6MO+D+e8ppdPKtrKXQsdxtUfbQ+9DYoAfXSTslrpAnPEuFUCjc97dgZx6gywi7yLrJqfhe+YMPKTRPyLH9vV+eQWM37ip43m+OC3HlL56UNUj+bTvG+iZnp95STivz2pw+4MFWa3PW67KSliYeLOe2G8/mWJENdjLEGBSeIo2ORldTA8GFvNQFlWSOnsIoLpVN4X2IYRNU0lCY2pvC9SMbRPdomhNKT3jg/+d+gB09wXCkBDsCBaciTgGOdxTBsgXXi6ocbo+YmAAqS6R0y5DSEVMDVb9EvLx0ySDJ8P/+44ccweICKGjqXk1g6ppUBhk5cM2Brzkxh+A84QPvPNnRX5qGKM50hSOHo3B2DsxMBM6BjRM7qmWVij5xb5IZPMR8wxTIf//1l10p1QJvATmhqx75Kczre6n8p4ptW6m4domvikB3mWwBJ73GTUIMkBAw5yGRl0LX1MCnjRDxwdl2wMTrLcbI49wlBhuPAR5Sad0C0JzgbguLX5V0PatJkCEr/QjxXKVBxGX0l+vfc1JYloGezXpoYSH2RSXcvPdMuo0EaV+7RN7fS5EEQ+IUn1dIFCOS0m6TOmWBGALwNHHv9FuqeXxxvEpq+BTkrewJO39SCmOGUkhZKZyj05xdATzOdKNJ9Ta+WNBZfCNsuF0nDYbcZ+SqejlDRIV16qcjQgj9JNHAdQDzXpVKxWaawzGrpyTkIWJ8XyHwiyHtGKe+6c4gK8FIraYfHKNDIohQ7lZEOQzhIkceAzuYJpA3ns0fyEgEnr+vnF2n/EVjCx725LpmAxERr5eyTsjp6QoxQYvvIc4bGxgfve9NUCKBiIGRqjHe3xgbiHEhknOLNqik1/XBvL7AdX67jYJz171DANHJcXcKEIIpanZOAZdX7M1AkyHaqg48k10hwUPet6IGGPg5/wOUm4A7OHhvIh8oxD6zmUqRQzLEFNjwrK2RI0sKUgxR9ZqNYD5sptAKIeNllwkokCQdDVLIDSVtClNVHlAJIN7Ps9AGuOl3wWnzUkn9M9uLc0QpDVB7c4ehcm0OXU0M95eOhveh6QIaespbUj/mXgyTtxlNEF0Snl2MroeeKETIdY5WxK6/dhSi5rNwzdXX4zBcaZWUvh2DzuaXLWWRiJiUIn/v5Yf/A+V8F01lebYRWPT3/ISNMlaZKA6WL0rwjawIu0044yuVO214bL5CiyrcN7c0xwDGBYwpawSuU6/cqOR08O38dVezeWzNqxgubVfpgkiuSQMyMTC75oTPSZClqKyVTOgJpPA9Y21OA5eHZnoSDKtic5zLYG2yUsCIDUKVxnEede5AoFHpEtmgGk3lvVQr69bwsF5Ki/oXrGGj62vvWpyVIfBCHKPJCApKO58sGZAsj6ehl0oFtWnwyNFTEoPgWkYSPSCyyoIaprteKrnT9SQCkUqdmBRJGTaR2B0E5mqwrB0sn5h/XVs7NKWkju+zFSuw0ysXFB0gehLH8OtMyAiTCY5s2JIEUnX4PPJUDpWzSTW/PpM///pT5eRW33gpobmnFIIxZ4NAtlhu7THw42FMtshOhguJZzGJv9UHGGMiC1jiq94PhW9ePxBjYhcX3eacuD4X5vxiqGqrbgPy9nDhIVQEitqABJXwWfZ6qkcqTDGjI8fALCtMIHfi+gQ3QgvN/MqJXE83anjp0NoPvVkAXuFeKo1UGpT6lSJY0B5NCMDR98bgsOm1Huz9ILDZkhTAqATmRMTG8xAPWOLFcQwoQz5PP+5SSNUL9ODJre3BXp50AFTGOZfytulUq5kKLfJWJiVYZqKITM7UGbxwAV6EFL/UAmYDpFqoSw3OZz3FL1RXTD/XpkJChBFeA2uo4i6LpFURmOLIzjE4jkbDu3tznel6AodGDvJt3S6mCIsEhjPGlbRVVRzq1DfnEGuqzvkzBfj32vrXkxDipJwlk5aaUMdVgPLUANyUXdAojFJdKhSUBFFKGKna6C4MSEGg12RyYk8Z/gAAIABJREFUM7Wbeu/tw6BnjFXyRlQko6BVUH3eaO1reHQoclF+s15KaVJCgREBBVUhbrr/k0pFMVnHww22OFUAW5PzNjidjfhLwRuW7aH5cClQe3P4cel7Om28a6TvehhZRRvrXty0Fg6Vq3+vSwOiu1nZzwO19xRpW+v1/Fzkr9XqdFKXEE7y1AInrE/sWCSC5yVPGiCye7wwYiM2F1dBzJ0eGNcMH32+wu4C/oXV5WAwusmCqwIfIrROWnV+DjtdC7fh3hDbDYcP63UUYybJHKprRhKrCDVNMOIiOMjmf81NSsopcaE8RiEPg8oNPo5Y/qOWsbVLZGHfriT8Feo6FHRJQ9AtAG7Rem4tzU16q6H3sJC6k2GtRS+2SMub88K8NhHTRwDG9PgSQtOc4r57XCJsLIDeXr3KD0S7TLbrga8VflZkWUNAymr2EETa11ybGBpy3P/zTCK/H1iWiVA5xTS+arWLCpHa0bkvDYNfxfvIMdXFv5DDZYvCs745MlKUQdZinxbUghcNmaWisNYhryKDN+KeQ8O29fNTyKgWKnsjWxrXdDOUZkQhY4t+50kFBZTBn+DMHw0DSxBUqr0twgLrnuNlqiuJfS4MtaOvw2MpBww4OaSUhGpe7ghJrQzr2osUPG3mtoOB/zC+Z4/x5phQh79zfkgx1bMO0ECTXBEYZV9+zsqGy0SGv62cnDRe/YhM0eufh2ajAn1DVUY9IUtIj5Mw/xAdfjzL5YlDsVsiL88I7J24VzV1DxFUupv53TUTX9fA9WFbmRXDvZdEa/U4RUIucFL9luf071QQ+n/ePNOwlRUhAcxdI9FKvQE8W8PEghxXspNOjq1CG6oeGQLvyJRShsgUJmUrLN4oXINPIGGIn6ETOxzU0yoCxO5ZuRZhGaKX1+j6acmTyotGMpgNZH9OOv9qtJPeJjGUd7LzxyNDDBZCZ3CIKYcl5OkFKSbRtnxl4kR4hZkDuwWG7xsUSqLoz9mDOsc4ueLRJ7YzSoYTgFcodJkE3Eaw65RJAkp54HIb+NmvUDwicMmTeuO57Z3TKXegNIBqry4EnJWi/0A5TSY/n2HKFC8yVQqxYjq/8W2EPCOFX6FhQR5tdx1siQKInMiLTJF7Fe7nxt6F7/WtvSIT1/VphHbMC4XAH9/fUGEQJE64WXqpvsnxmXqJzshhJcOoWlLoRQ+XwwIV2nsC2FhvTwgP3v+z2XjNsggttKfPIkJ1MpI2YOspdgnUenT8wsv77oXnLrVuhcomD5bWxM8xRIanUZgYKJMBFPLVdnh7SiTOHd/pSs9xink6/cNwv9MQL1gSOBMO16IjquPXAgGtny9mhtvePCiknFf8yovauyhkrNJzdc12M28tKrTpdQwvnZNulAZSQ8i5CYadLxo1bgSZNMD3gC5T7LZKHvbcmYFrDHwuRnCk8zol2x3GtgdWXTZU/uopIXraf5u+t+u4XtYo9wljMjljZ/vmTWaW1xBThcorr6ftxeyxlCeTmy+IsoYD9W/NnQUGxjUxrw+ui17yWRvfz08AGtabHHt5Pw/W3hyFmYc08Q6FXo+gBYp54RkgvZXom7huVhPFiZ/vPBGRGNc89do4RfUKNiiTiM0SiS0sa7utknj3sESqFBFCSfcG1DbG3ZQnzGz5DntLiJsvN7IkkNit+O7gAArP842ZBEEcJ3bdFvuXeT4hZJbfoAcf48LIq40M/6fFy0/pxI6hd62K842OZ/Gair031v006moAiUATedPorerKHytU1lHUBj5HjZLlfy+azFDEwrTBY0fc+zo7bdqVci4pDq2IGVNMtpTHFhOvkVxFN269I8liSWmryTqvBPl/rpxK0XQACuXKt0qr30bPMHOd3+MDlVeFNx/HeR/zMZPI347d+SiKiKFX3RGVDXzfjzzcwi6yL6aQSo+cRLgaFl3wjU0rZdDFDdV8QtFEhAKHTnPhrHpBHdbjRaAHyyglLmZKMXYsKYSXz4Y5ZudgBZpFQQbBYeySeu7uPx1h2h63bnlrNfaGhybjFbpKRIx1sA77stQ970kCZ8Fn/poYwbpzQHlJOdcSuBIUGXpDIIPDpId6HVuBEP3ZlNxokHafY++Q8A3gml0TwU/dxgosjIq+ulIYBxfo0BreLqaQVV4zXAJTqOrxIYdvocgJhREEHEMDs+cgujuGZ/Vme76jZnH+/XVfjFxKUYapo/9W9QD8Jbf2oIcloQqgmfhAdC5oZolDXj8kloQOjHygl+iH4LEOwOqHSeKCQ0sCHt/3jWc5LEjkuHDNwFoOm7hkJi+xj6SARpQNbDQHGDj5lK4acJ1WJaJw+M4HRzTOQENIEfjgHbZ5ie1TIZoFcx0OwhpUc3XGsHUrVTahspiHWUUqGB+wjaG6QuT1TrO7Q8qjdOTXFnmlhQaF2LmjkDMS7uyArD+NzsZeLmeYvjb0DCmRbLgeZOpUalKCw2emJ87l3W9JLwq4OyZKXTbl3NSbtIWWqnmAZ1BHqVRnt0czG6kAEcGVmhS9JTYZPpxkgKYB1pK3tgdfIuUDXJsRrGuPcWHO0SWYngAv+Sw9Cx+kS1OWJQ8PI5Lus/4PPCffeUlsSzC5nEEIMIo6uYxYKd6TkqmcRL/DxbKlhwgxd0I5TZJ6FWdMI3sIgXuREnc/RHRRwBxXe22UPSaQV2CqtvoNj6AwQd5mgV6GeYsMSwE1CvkI+JbnOhbcqKNKOvB4MHkKK39I/Mo50mLeAQA16Y2xkHu0R3WNL1WeCWyCSjA4BSDVRxmC9YW4cdSIYtfgCEfIo7qkwgl3he6b3DYsE4HANQ6/h5KaqCfUTRG9bTyDS6CiOOx7xEAUhzinPOXpwVSIK4DP5IZ4GUSDPWs/qPB6RLyeq85XotjGEGznouGM7ogJSOm8yaFwtmInsHNgOMGJ6DqlVYS4h8Lv5C7YHBNcC+KyyRBzrA4fXOW6vuZSA0O9R7KINAJHlvVLZPo/Vs5wguxwI3xUsvAiH8SwNYPCLcDEA/MivQvxeFaHBBRsszYMKEUSdFir2otR7IOy2HmpGpwLiJxEj9cjTy2AZhw2RyhvpIHRYCuNj9waPUmP9Gs9DjYsAWRxMh82WA8reUw496AVpQE/uV24RSsAroenUUixkALcg0nZrhdNbyicXaKHaQU8zDZi2OuyCh+ZQajDmCEhW5uwd5BhE0wNPLYEuxSBM5/MGohND5mggnKieiBrIDefsygLvKdt1N6hd6hrI/paeP4cFjYqUGuQUyyP5mkSnedm9WQDNFrLny+RWBgwyGs6IoqWWCqIS+9SFKcqYQJFDtbZx6X8k0PNnUf6GVu5NHsDJ5w9RqlR3wq8oYaSgS+lTX9POYMP2uYq/uXvbK95whQ4XBEWsUNWnM2JgEMYkQnY1u/xIrSEHGuRDA1vKbQeLM/YrWk3UA8fjKz7fXPVGnsmJ1JrDgpoKzZe4XTTsop5RirpJ6l5A5o0LgiLVLlAT2bHrobsZbP4sHchZVhCHtX59ECgSkR3hdFu7/IEBQvmmB8Jwjee5xtboR8HJZNbSwaQ1i/uTYpgyfNGiWM6uHQ9rjP1r9gpcuWlpnEZrODrEwxNYwH1ADGD0/hBwAT75RlHYBr0CQqjBRhAN7mXRl5mJldQZGDGFAqrfGwX7lteLRRmO0TflslsRJoyp3pll1NIUic4lx0t1a5j3CNRrqcq/eJO2AtjXOppZYoEpRq9RqPsB/83iKuDl85/mfO2kejX/QdhbchbnAT3nS8amtZENl2MhdFB5BjiMCoBHl3k5Rpm15Echx9AAfBmZ5SzEX8MAaHA1kxSQttjTn1OofIIuMeG7FVtTakJG3uLwaJrH8GBTUugTelB+PNJhOYDWgpd+XPdcfDzU3ZqbOhhGjmgp8PmmMaNKUT0QuXBawkOLeZK/dlADoeunsgHGAnctXDqmNXCnn11ACIwkjXZvTi39hpXb8qOLbRVaw2GJusnBmZcKrUMyEFDPkcjKaFJ8/TWM/W6fR4xX6v2OIe3sXGkJsBWCXuaIHCozd2O2Pbi9ECHrYXqEDfTJlXsJzCn325F3AaITNMkCX5Ml+q4uPmM++TXEmp00jhXM0rREv/2xEpqgNVGaVA4Wo/uOfh3X3+qnKla3Jul0dagwxR7UqFcEo5IFdvlDahsFg4uu91B0OZRbdGeR6kGvYpzuf/N9UVwvss1L4bECllPyxJrhbJd/i0qe6BDbo+qDD/gTRbL3jzkX8CjAAvsILrqvaOxVciXIZmKAFaABWndB0nu/O8Jrjbc4tr6NSs2Chc2tNA2CpmXWCVFYfambJDkH+3fSyQBgVdCK50LAYWRF2qqLhtcoXfNiyDQw3UZpraMkbjmB9f4MCdtwYsGbUYOzBhN4A84z0zNCj7pUA//QinT2L+APRDekNqtCQt8uLuEKdJdZxTptmEXt3Av36fAqVQYDu3lkbXw7GVTUYeiraE8M7ohupqQs8C1gO7M0QfjrRoFRk6/5LNbEVefg5o9/m7Oac9oq4Clwjp8XQI93s46zAzhRRKif5VhVKTnmoBTm0ofMoyI8s3ctbC7Jujc44TXBeD7+yc7WMbAdX3h6zOZR+q93F3AorzR0K3x4Of90n/qV8HB3gp7XtCJydpFXwcJAHPdgRrV5+DrbBpfaFUFgO6KTyoqQ9Kl8kCSmJ5g3gnmlqQ6MpwcQUVu4T5QFQVM9DhHJimF4m4MsJNELi6kZEioZWpyOdCWwa08+Vlkk7655Qu2wGjwpuqgqUbvLSsO+beNdwAYGAO4xlS04zy6fvndMS8xlNywrdN10b/04IUZpICbjNC8JpWwEK/rsXK9WD/nUsGrk6HXvbiFLgF4hKc514horm0Mp3+QXOq1vwa6v3z9xa6Uw51svqFueoxxmnadDyqkk+2gAqrrgyvnZHFc36zFHKRbdajAq7TrowCWBiawGLbRaXMk/q7C9/c3/vnHT+Ueic+P3zDmwDU/QCSyEUCN809SBQEdVLxPjB6pigirqYsB4IHyjC2wgSmTJt2LHThmC9Da3AUZahw+CQHPpgDgWcw1cUL/odKCFSxjINQ7yxqrZtZEAPHNVjU9E6Kv+vcyUwgiHMQJCR+iiInAlRMzB1APwq1YScJJFllHA4Nh+Xaq8ZpbG0Nr191eZaZNvCIsH/MJuR3iARq2hSHlcrAMBTmadiDGDxTdMJR5dRw55dpbrBxqWomIYoKERS+wEEV+tvndp5aLl9crOUdpnC6MREbb7eqIYGOfWnKrzAl7jwHovODvKaffmB+i7V46jDSZRP/OQbuBnepGN7KZzj6jE+sI8l5NyRKmzZCpRDjfDqMDEQOZwNaAnUi0It33je/7Birw+fEDn88HX58vZCaeZT5w0rGpC8IK5GI4pDgnQVpCYPlCs+5o6fkbMxMrEhVLjJN6hY9CDNMW9uz4NAXA6hRIwfehqKSwil0NA27HG8plkp7TBx8kZKcMVmI30urVDwFGCwmxoPaDdUuAI4DB0SjYRHAZaaomXWLShjM4pTLhSX7jhb5mR1pecnqQ+SMPTo+qvx+NtEL3fTyhqaEqYynEfN0+zhPEMVLdRE3Q7pGBnsmfzfDG80eGI7uWSzE4PbYwWqzqQlluNhDcBUhD5xKMwEUUiFfEIV+YOsprdbj87/XvL3NOCyXgAbynhufR/OHQVMDB1tQBQuL0aKdZlcTzVdXwModgmfbHA/Hr2eB7hHyk24WYoBecew78+PED1+eDzMR9a98HAjlFpyqRF2zdt9t6qsOYKDXsDiWXPuw2LKr/BQc1pzYaEFQiZBWv67cpHlJMI8VAYAa9aiAOECTUeAv1fjaFJXZqdbrLMhNRhQkubNr1QJlxRwkjmNvX2hpktVExkPGQVojArEmlZIOpogPIj1BgeR5Cll9KmOnRJlo5YFmQ0pZC1kOfBJCBsU9x/hxeNNBSBU5JNC0N2joWFr31UuyAB369ozYOeg7xixXxqBXMSl6rFN6zTmsvyIkabK8jbhKMuBTdsUQEjHJ3Eo1vO5aXLG3JfOQJ6Zkx7fPav6WcES0k9qAUbIIkU/xGf7+XwFYyZ9qmljksKMHRS6wRM0gWuwNA76gMhDft8gD8QCnAS17MsPeYF67rgwTIJHqYs13z0zQrlmRsgQX07IUphfW4Etc2nfRvo7/h0gd3jbgbwkTskOIZVWZOgU5Y3qEc6uSaG5yS4FUQne90KOmHT8ZO4+UK+3c8WJXKsyC1UrgZAznEgMFWasCpCYnCDO2S3BxFymFZ+4WmhnItRz6a/9PIqBhiEmTsQg53f5At1bXG0Huko6MD41JucPLKcCioRv5X9LZrS3WkzE7s47C6rOgJ8pp7PaX3pq6FXaXVFv5jw6mv4DN4O7djVBZ6Q7i6uAnwvAxSkLRKhx6tmCevPaWm/7lyAvCcWMM+J0jVn3jVC/VzCyHbH+llOcsH3Yki8BuQonkaQVtHCZO/yeW76uXXKI7Igc+w5WYv5x8/v7GLXSrz88Vp3TmaeOD8kktuWciHhCarkJsjMlO1QUhQ3KVRKKxHy13TnRDVXhWdN0sYYE37FbmjspZQ2/glvHmqEJvnknqTlDDyFxnmjWIbGjsnhhb5AFlk/uQeXAAFgjWVhZgbFZODrTZXrn+uiVEb60k89Y0d64A4OLmTCRsBAkoEo9JP/JVXFZTbwPxYn70n+u29Gdm4OcI5ot7JlUkK9WGcMTycwH5eIJ7Kb5tp1RtAmtfE+LoEii3sdfPaMjEFEtpo/H/+NH30kCeaV/1+vuIS15FaAJIBcXUZOen3DFblUNHobyhnhNb1hJNf+TTdDMdceJzDScx7Cp8OlYurN+qRaYRuFM77qtcEbLEp2lNGam6QiASL8P+Dmx0xSZBi7c2xJwXkuPD19cGPz0drBgwbUEjWZhP33ovXLqZQFdipX6DwhdDAwKugXUfAAM26NcLEf1TgbJTqP0c5t8AZ56gn4gAL/nrAqfzH+WjzVnUtGxu1uaHbA7B5/rJw2xmyYxGONOH7F6oejExcoTICCqNKXGXI0FR7iJnuAErlacPcCZmO0ZGCZ0x51Icdkr0d9H5VmkjR0ZHBlOgczx6ZNpDf8ZxcC38rWCmc3QvPfSMmAS0DkrXl7fXI9t4kRciDj5YTp1JwONXej/J7SjWdSZavW4Pr2snox3X0g+Wi01nzv/v6C27teh2S7YLCyRF4lgY0pbm260DbAKDQqBK4H5clHApJeDeQoxgWRLJ7BE6UE5GrQ1mPwx+TZRKsxSW2tfCIdzsvhrdfXz+QOZoGFsqNKDi0rh6zSRaRAI8kEXyIJIFNoGXL8gcCMyeFUgK4ftHNkoFI3UO8gABaU5K9ackj4nRb6Am3WstR0rtKbGQYKoJ7jjJQUor1rhmyzw1GaImQBsyFDiR2ciAXQ1iWf2JMhl/2YqlaqJBYt1a1V+1cMVvptrjE9rZQ2HmgIBqmkSyikVuQwhtU4ljaSRpmg7ldkcZ8jMR6Hqxnt3J2ixmqKwhVhfu+u7wHffpWv2/kFJDG/PZ+NjYerg4cJEx4/m/z2qGMw47FUZOcEcPGF2KKED7yQqODsvInI4T+oitFBfwD5ji5z67thOJ5UquOIAh+49+LV8BCrupQQTFklMYJ7Tw4d8KIQeEJ8Shz8OlZjeDFScJzDA4USw0PU7g5MjRQ64ANAfR4k+i8oQAkxoAeLNqSD3emBDCm0VNll6ncTNHDVg6aZoBI8Xlym13wfZ+8IaVM6EBqhGh+zfLQ5UW/H3XTISW0eUyWQAt9wsZoLwI+USAmwul1Z2CVasGTG6M5xGt3ffjM43Hhh5LqfHA47IRydUVuEYcesWWNq3aLrRUakRjJu9hr4alb4SPZPZye4EMolbroSd28XOrDha7zx9cXP49Lfl6KEcg5MbfmAwV7NrnqkViFWxGg+/ZqRUekQIhfvXFd8wSn9uA2lPq8tb0Oo7UL+9n9vP93X3/hORUmpfM6oako9ParBow2D9EhXgHQLYYDtSo1Ty8Ic3whAJ7sJ8aLDmwXLToie1KB81Y/1EiuC4eIy8/DEsscE5+vDxlJVai1VCtk3fC6pubmkNpXynVsgdc5SSLFih2MKAK2pvYoQnP1M7OK4Jwo2M+6YquvlWfnURfeSubQERazMJG82kDQah/A5p37HHnXT6qwnhv7eaicg1S4pR0VgToDm9USdUNRTYbOH8eZhxWaNzqC6DXDzH3auFJuX96SRBPN4JX2ljxch+sAEd1k7r4DCC0dMsGAiqbJDZkYgUZIG4HHFiil+9e+m7X5/cyJ62v0ma1Nad3KtUIo/gLwGRyTaZ2wPJQAxVhmpL3zRwFkloXiSb/5AFTYf69+f4HWymttbQwe7Gcz8MFWK7UtKdltsgLoBZ5d/UChYUtd/woLW+jAgFW2s/SiHXrmQD0b3j3iMDFCi2STA6Xu58bzfLeA1h7wUl9XI70USJGF7vUoHKqEAFKQAhwJ4h0qczBc3g+ZKGOcsYkWWUaXGy4Buca7K3E/D6IWkNlRAcMe5mE5hiKV6HPdGvfos6WVJ5/1tCL5N8zO2Y0VRCYwZxtQ84i5hAiH56oceyRnA5tc4P5FC7wNUkdR4VC41GmjQ5ByNClgcxBZM4YQLPMk+F5SNmRi7wfO2mKQChgga+jnT+0YeYFOrksqhsZ6ODmihM568RY0MW/kRM75ciHqJArKVZfvxhAIyfvmaJqFz1Qr3i7sZAfOG3txDjrnQC07tnNOeOvy31FONMJKuHiMqbyCntPhRH8Z7FBeE7qIofjf+ZlJHjDSmQQUBgrYTpeqLVvV2wtJPOwhNgVl7cLzPPi+bynQxrOI6mUyT0OYekbB8WiMQ9inkO5FitfUtQ2F4UNlglLOWLsw5tD2KiO3UJShIU++TkX4G4DHZQYOxZDGCC2c9NJU4B0NUjOEjURlYq2HLDyjpI4oWpGgsglrt7U5lK2KHmR6jTrFpmucyKEImmmBSQZUIX7EZVQTxxg7EDpy52hDupogEUTgkrdBu4vFyOwcrDQS0D/haABiZ5FJFiphNIutUVW2Eq6H/OS1lKKl2wCCEeGYPeamQh5URYLUfKIAOiwdeu+9FnBdLYvO5LYSU4fxYyTz+FpAuYQogxP5n6C16lo3eBeA65a8eQMMfMHWw4U+uB9UiOIn9og3UFVf6KsALQCJwA1wiAyl3rfTFUC5V/61N72mQCKgcD/MYxIbMdkwW7K8DOUILD2LwjEGifQRifvnjarCjx8/MEbi+/sWMj04YKtOcbo7/bbLS+hukrKAdkjN8shM4Of3w3GXOKliqASRRaOw9yJSPGeHhESVqbh3sfTiae+/LpIanSsDqvWZ+QFNp5O3Yb8mw0hBAbabcOeR80eHoKeWeAC1Ub6XA5LwaLYA5KFSEI1Azwu2LCh/dJqA5Fa7s1z3sFEdJjurfUcowMZzbylxtYOxwZ8XZbQbqgc9aO0NLF8DI7Zdq4E892j24LuX0VAQ7WCh76eJEB2aybHgFa39T5UT9fTDoOUvoGN+s1FSuSfRw/UqKzBPQisjPX6e2B5iowwTQTxWJJr/mqmcKrKFJ3K3EeBOlNXWcW9OTI9V2E9gJYXQbR+N/GKDzQvBRUUARl5qGWTTbybXxY1MPOA81gAaSfzMwVB0DNEZdz/cbYGX1nW5wCwiAKncm0tuTg6qAItkjvUQ/h8TlwSW848WsOVlNcnguyMc1WUrMSNoCaQctPLmm/IZoKAt2vQpPC7BPnEAQT5Xt3zpb9V621sqVwygjYAxFG2yQVcz9Rxc7+1kZlfP9PVoS9bKV79bvAjvTI3qVeZh1DY+H9xq7aPxLoKBOV67Zc+0dl9wmbJR6LyQYbwjCMCg3Bu99r1Wnc/cUFRji+I8Sv/9txlCzA1OQTZ8eCUlFYkACs8iT/3TNSvKin7T7VUa8Eueq/JUe0kt0N1IIAbmmEdc9wmHPUmOc4IOnE6LzGNylsk2Ni296ZMJCT6AvWklQaDhuZdmxaQW5Gxck3nm830jarFN6hLxm5qJ5/YALnr7HKcmOOxdccKaGQfldGhkL9f8XD2H7/sbqfm9GYHYhXsvjMnRG0tRys5AbSr9CKgeNxSMKnxUCHkQajQqTeqg6Ht5IhoT5xHRnlTdYB3+Ord8RwxUAAFdQtaXEP3mbUvWt8R1qw4dqRC7iIwfvKLaaNQ6oI9dlu3INScCu73mRokbwQ1kMWaXRLBpUNd+v47Mtc8Q97edVHCweN+hfsaDbKPhC3HjR3R4VAoo/kw1/7LZmnml65jwjCBZKn/PtR4Xx5lb8s/oAVXnwln62BA2yoS9yLklAkbVIufVv2NL5kK1P68YQu6NBw/c+O3Ui2coIELfnHNiRGHdP3mGOemBNgeJ1dqkBEagNqOHFCCE/XAr9ZDQYLcVj3qQxS4RslmW1tFtCbP7Rpi3WAFocOQ9pLge0fl1fXDfXFX3/ccf6tRniH5FdK00Bwdu1UjUJlA3RVukgipeHUTFnwfwRrfUGI4tGtWU/RoZB3ltmUjloFbaV3UH9mu7MQF/jTi9tiNOmaqgkBPFFX6KProvWM8xBudJbUVI15zMvfO1Yd35JgCUGEh7kaaYAzUVwc0PNwqMS6Ndu5EPVUSnQ7nufh5RAglUlY1nsM7P6z9T7yVt/fr2qoE2LEaUaaj/pnLO6RqXQJg6QvRmcEDgBqLgznEf+hjcqLW3yNfKLwgtO4YXUaD08FyTROG5H3hSHHA8Z7wsWSI5leD1PVtQiXqvBxzqSogIPLwhmHVSm72nw7A9HgwRFKikhc/FvDQD2I+HU/GRJM5+TCDUefMoCWOZwg9wy1Wkzs2lJYNkS17g+eMPAIUZpEOuh21i3s9RUXxfrzcYLCfR6yoyqa37BEQiwwi+f0ZgzgQw5FWPBxqtdAcsG+Pwax0C58tD4og5foGFAsiisd9pGtvJ2Wrz3HITCKJzrVaEKbLFFkBVW946T2TT7SvLAAAgAElEQVRmY2fjvh9OwSfQxhCfqyP5DNbu7mQA2RMyeolvldZFWpYcrjNCfJ6FMQ6JxEtzfU+2XKVnegL6oM7s/yCs5YM4vFYISwjxTE+M7pzA3pbqaWrXkMeq0A0Q/9dNs0RwBh05WcYJDyoArdaTFPTnOtHe2wOscfIjtaPtrm3J6isc+4zRE+bMSkqo86W073EMhPKdkV5Cy/vctRAeFgzIutBI8LpWF54jN2oljK7RKm+gtJ1bYa2wsFasf37/QWRzDPy4JtZaXP3wUOj4XBIYk9cqEKN3gii9OE2sLrFT+VShIOsoSY/cTTY/3i8kcNOelI8YHnCVUujq0SnyIHAaoidWh3xhQmNKsFP3E7CCBhpc0PXkCFQM/HH/BGvKNqTBpnQYNUWf/YjUDiKdiKmgmwPTBuh1uT5DyiUXQ9DGKD597MQbhyHI2Wix712/Y3QWb4NlYC1/5VT/69efh7WkZOjDIRgcfTO+iN0hiiw0jOQ5J6VV9aIZ93uWLBINrksawHZDseps9MJawluQwJ26FtuLFjxawIbD/Xy6dNLQhgjuSeNTb+pePxQIgZVpS/43Ial1JkKoQZmhGpFD1+b22u19PD4RInk/S3nV/eC6PsD89Hmy7qmIBQSbIGM1MrCCw43Xs/HUwrMf3fdGxNTrXLcMHI1nNxA96kaq6bxzUxEGNjzmI1TWsUmsVk6EkeiyY3vd/+pUhMDIK5wD+nlAqGeHe/Isfr9rDhoKYRHY1YASADz3LSDtrKosIjUEbEASSemzOKmBo3GIA3iye3Jo2ZjwvlZT7Wygtho/UgZn/ZJXuyr/r8oTJyaX8/C3GYmOTmH+lnJ2XUtx8+r+Olm9INRPRoY8aSnEldUwP8mQOUMOs4j8iKuVnKFeADl68vryg7PqVCEwmMfoDNKJuKhqIWOxn8IOTlWLeUIfExHko2X1be3lGbRuvZZHLbJ8ZJZO7A14eBgAMp+07/O5uWRXFnZX4ft+cN/fDPdnYj83t2ntBzknEPPkcslOk+vz6faqKuAKADGwxsL3gvbBFCI3ojh9oTdtKXwKpRjN5gIQGAxnkzkgm7EpxCOPMg6VPRyrBKLrp1Yoe9UU/3ArMApHNs4lW5RD4GgI96rDLw5oCm5KkBPLCopqT0R6JdFQNzpXbTzPN9k6Cc6oEnDpWibPJDt39y6U3l5dbw9Y6qSSgr3umSNb+V4Gqn6px75yUGQ2rTXk5d6Dw/6WcpqV331uPkiAdb6RXNa6N6diZ3SiT+Uk9L0KvVeF4UYILSzUigO0SffZJcID+b41dd00K9BqreJoR0aSWoz0PNxSvB54rsB62Lgc8pg+oDHsI1UeYaBDsEvlAcD9eUucTR64hSOq8Kyb6wqCFYsMIPZC4MHVvN1C1QOsG7W+EZH4mhOxmOfGBkaR75mTs1IjiSbOeQkcWsy/nbcFSxlPia3Ek6ZiAphquIbvJ4HaQ8KqkBWHD9tJhcjopfehMjrv3q2kfDHPzMo6ZiAwe4kUN2ltpAaFd6koTHcT2i4Dz0YJs87ujsAQbOPz7GKgMK8L9/3Q8wscWg+Hj2ewz/ddIqlgU7W0RYjtpel95XBOpa3oa1vFXJhluDoyITCI/sgrLyRbITZYH5XP1KfqGb//wdxauEa0OGelopAz2vJ5cRHJ5wuF1S08AAdCr+dRaJLw7Fpby0P8Pl4XWzz5ZF1yMuZCFet7WbLMz4Of3994bnXC6HNnJr6+vhSSLqTGiNRaqEGAphbrsY02ik+qOQVK1hUS1waCvMxapcpk4K6N5/sba93IKK6EGwHUwl4bP378APYNhHaPPg9GAP/X//FfuD5fFIDff1CgitD8uD4Y1weZF8oTCgvInAAu3PEHnudWDs0ViBcurJ3ihiovRKpuefKiUM7vVIAiI4+XbiKXR3Q684655LnOfFuPYXEdEuAoXO0oiUIm26pqB57nxs/vb5alPh9xV1WvFEpPA8BNaQ4DndV6X6pFfa9FwnmERpQWYnC6xK7C93Mj54c5ZQ5N1Bv28/rvRDxsgug2vLIs86wyA2uF0oxqA+F9MPfN0hnPUYyiIBq/lmdexTFojhJNef0T9fuLnDM0n0aMiNL+yr3xrMKcV3tWu3LPTaFl2vh5m3fLLH3JkriOq0i2E/lSnD4ECjih59Cvm/s6wRBqBNuk1lqcHfT1oX7vB8/9jWd9k+xdmng+J3oquh4zmUs4xXTZCc51LSDcBucMhtbln//8J577G9dIxAzOK3o2xkh8fV2YE/jHP/7JlH3wwa5NYkR+LnzGBxmJNRIfgRRmt6Tn14QmmScnvGGSOcTiwEZV4vv5ZtkkUqT1gVMUl9c2YUR+7+0rh7m/QM/XDZW/wl7CZO+XkvLfDwE+VJ9EATFIZ9yhzGwAMzawGWmFQaOHSKfBKTTQRACLaOxhBEWepcjf90/MujiWJhKeYcu2ssR1TSygS3xDVMN63b27loB3LRLdagZIsSYwcnYEVED3jm4Bll3F1u/tMgHHZyVZ3wRB/d5/GxDish2XO+wlNxPBYtJcsRF5PKjDwkggnpOznHq3Qxt/yMn1AJPEeUie/fI8hefhenEnfCVkeI6BqWl7n2uiit0W++EOywo/oAMQQUc5VGPMAGZ32Dgv2gR89tLvLISg9+fZWM831mafIJ5A7RuBwldO1AZ+/vGN7z/+ydzucyFAVHCmyAc622vSY5d6NHsadW4gBlhPLnhN2rgG9gjsRY7sXnFAD5PUM7s0w4Ak++x51opSdMaBaJ6vRdd4hqQIMGiT1eFtKv90XsLSi+qGu1DPoy4blsd++/FR6Lm6P5O/5zIGZHQoSya3QO2JK6CwiqnO83yjamNcH/iCSaLfmNozGsmmhDE5LWO7uTZdAILGbwI7T4WhpbOOIXtHe80nrzodRPp5Kz5+fS+Pkak++z/Vvr/2nLUP0kQBUONveDO1E30/v+JkshITJEIYp5RScTnhFSNxYP6omN+m5g0oBILjMKNwLyKdbP8Z+HwuLlANaRryTG1XlwBBJDNNFvMkkZQzhAzHOcTCBoK7NULo3SoWpNfzYAyVCTZbsQobMwPP94N/PN+4v7+BAub8YK/CzInruvDjM3BN3n2A69lzmsQmQCoBZGnoMz0ZUBgDKG9TzsAThRmzrTSguqbCrhAJ4dG8HPYuEMhg1vDu5lBEIcDCrB/mk/bCIoikrt89lgE+TVvgYrQ0spDbYTSBqtB6jL2ABwv5wjGM1hbQqHBPtAOfVxTwgL2a//z5E9/3g69kSjDnBcCbzTdHqkTgDIeOE51RxNCDyFQtQOl34jiLE2KjDVXBOejBIXaRSIE2inom+JcModBn8h94zlQ55VRLPVGALvnBHqO9pT+0az7LFkJ/6xLZYMs80puleBv0iqEH/j6QXkzD2AClTcxzTo7PGIbI6YnS9Lt9CsotBIK2IzW2YwMYx0KyFlji9RaQnG9a9eB5Hs6kVY9f3cWpeEXW0120xM/9ja/PD2RS0D6fga/PFz6fedBQRCuQH+AGYFQVeyEnOh8ESkV/ljYro8MtghdShGBBulvCXsJn9lIzXmSw2Ia3KbleZoqE4/xUB5Ln0lrKQhEVr1/dGmDYN8doRpJHqLgco2Y27GBkdHJcGeh8n0hKLqrBumtM3CIZ7OKMnhyJURzotUsBXud17/zO9wWkupfefq5LOopEtpYqI9yayJ89NxsXdPWScX2JDsjjO8QcOCqwF/23yvf/Y6i0EdvSw+lm1EQ3PTu/ib646MOw6+bfetBC0XqyQR8elRbhHJbFYx/wXgvrfvDc7OX7THoj9gC+Q+hTjhjQGJXxtogU1L1Z89s5MQowYZvhllBNlWo9k+ZR69EqileMxKiJ9XDin71HRGLq+n78+IHff/tdlp2HdM2JrTXlihHQj0vh91omVYhaXruVlAdfptIAqDNhzjVVoZJWnu2J5D3Fj+HZeoWYNkrPshc2lsBnlfKsvIyFrpaF5YBsMPe58nnSa1vRneux44Mpg/WdI1jM3lGzv3epiPa3QaonBoddbwDfGoJdKsZH342R0njJ6TE6kMw1eaZk5OC1ptn5N+KkDQBw180IUIbP2+iAd66eTShByfbVy3v/yddfKOeBEDrwKAomL+oUjkufzMOkAFlu3OkPWVmGxxpkLO5uxQAwVLRGG9J3nro04WDvhTkv/Pj6wnVdOnDXE/l6DhejYeGOSSOyDsGtEh4pEf1w6GXcnmTrsiTEnDtTYFgYyb5KpzIEwmjZv377Db/9+A2///Y7fnz9AHA6YOaceEqj4nWjHdrhtOXtxdeSbbJg2tvezEVvNxTD5sQCIgEGvUMMID12tJ8P2+vWEsjRgAyFL/osKalczXEAI/6UJ0Q6QLYnWlWItc50A505ShTQcoU0yaFeYvnoaXv8qZHTpnUVi2T3s7DVF7oKiL2xKjsqEwwvxtQB26pcJuL3tlIv68pWeOo/s+xkJTuOABUFMJDjOQ8MRb0uKaJTEihKCunQmRDx77/+gviuRl+3QMF5QCA6R9OFmKZUgFfYeWKe22y2SO0b4nYG60+ZhciJjcRzLyzNBF0beJ4HnpX7nufz9fng87ngvjoq3O6CfWSSHL3XuU7/M9D5lRX4PRXtHNupzaGFV8O1Jsny636FPPPCNZjvzjHwX7//jt9+/I5rMBc6LJFzLtXRnChduo8qrXt4blxJ2p+Vc4lhNDOZ86rO+a9ewSF8obrQjslnWNuYgcZTggKTqi+7X5YgUHbe1qQDeTIzuzgMm2fEyQHEC5aUsKcj6r4fgTBDvZRRT3ckIRkWQ4SVro/K4+wNPOWgN1rJU8qoy+aOTe3bjDG6i4leDvDAt9D5d/6nDpi9N+7Nnt6oQ7ixHM45GmcBxLHN6J+7C2Xv3QPSgMCZRv+nuvnnyrm2azJC+SJ0QC/GjhagGgm1AHpcfySX43DZahH9XKVpfKEWIrFvwsqvrcIo4Fno9fF638zANVmnYheLQhJ5PoZmAzkLu4xbWimhrprDFEJ7g5OhOBTsMOz1VQjkmJiD7zFGYK+JqN3Uud9//y+ukkuyVOoRSKP847m/kZ8Lzaz6ly9791oMp71CvRZ5tc+zcdeDgtba2RM1ECQPAjNpnE8e5T3TA3wOMkadSxo5jw5voUjIUVQpnbHi1ioxetgcb5rm2eRM7i63p6Xds+AxsnCi/vUgxAauDezQHKo8KVBB2iZFV5qT6u/MQf5ybmh+U2mYufZYOQUKUVKUGiEOS8pheQT63ArV9dm+VqCBtI7kdW+psCWQgMbO/tnXn/dzGkmTm+azobAOKVYIXMjXSgN0uEjPyF0TA5kbnGhAqP1kOeJlE1lqISZgN8Ctz4LtBzDGwDV54EvaRjTSVlYjGXP2vpHd/NPowzsrBXTN8iCHqOw86iWcAsTG/OC6ErUGag5xbMVbBUhCKA6W8jS6iMXfzcSuwET1gDDYA3SKoGilFtazEXUhlYthsxXq5/dPzKGSlhVFRtFjRhDAs572YJ1jRXbBfa+l/kQ+57U3Jy0kwz8ElWp0fSUkrG86JI1Hr7foaYpODJR7lvtv4TwARIcDK5hibBBfoFIL1d/sXeono0HiGSK/g2WTGJcmMApEy0QFzxuBntpoPvhWtNQD2tSV49UWBs/QHScH8Oyp9VayQr8uRgiQaqWgHHVuPv4qqv2rMSXZSol4FWf1oF109sKeDKAymgdKiFp5CrQ8RqFxFfPOqFTDS6CgTWDBEGQVh4pBB1FPdVvTRmH4s5Eimu/OtEPXhOIoSFp/zarN46/adjk8ieh7PzgfNNxsYEeieiW5rHmx1jpHYMRGPQvf94113/iaFz4fjmhcDxX18/lgXBd6BKi4yIdCXQytqjodqHpE+uIArmsknnTuU0eQMoRUT50dUwpO1XceJAU1YhjRRrdvGPZ+GtStb2agjWBVnZJU8pmezg7R1SwHfCgEc7b2mmYwasrkzN1ghrsVAmvgCgqavSRvfAgbjgI44JrjRq4OH53WcUu5kobWk+h7BExGyR7UFS0HvyL9gADDCg0mt4tRF+t2v2t2floi1JfShROI/Qc5JxwqhrmQ0fmQTrvBCUMZ4U6SEl9AaOTzMJ9YBSqhQCDTnggwMZ/bFbgfraHLqa6O1blttwS0UEIhCw+5QxNYEAMzgMzS31CD9Hk4lskIh+RUYHJSNycyXArx89KUgyAxwR5hU5j3feP7+xszEp95Ya8Hz/ON+/vGnBrHqbzVYIFrrQF1QIRz82BeuMinLc3cjQxcY4A7OxM5dI6axTvmlPAKmd2lZUYCzV6ADIVU9WoLFqC+W11LcgIdBV5EfE8NyM2SlVhCrvlV7Qb4GgSqEw4TID7DvZaiKfJUjepKznBAIujaEsqHI8lLHheg1RtV5H77HojGoj+b7yqv+Iuiv0y2FJTdPEeZnMIdppmjnQDAwQG5ZfQcKbRGEtiKv9bNvwhri+Emmfu2iKFwC4icne+Y94hwGKCbz4FnaefmBi1mW1Z+xhiJVQlbf1uaDXWOFIkCzYCZA9fFsLbUvjXGOXQfoM+Xjcis1WVscSSP5XS0FsFpAnOSZOFwdyPUwVAcxzMugg0DzVypfbPu9nxj3d+4f37j81+/IyJw3z/xz3/+E54yvxYnwl2fC+4BrVf8wH879MSo1YOoH43qRA7NmtVZR7bnsMdEEeRYD8slax0cwWUGe8CN3dGRPfjaW2BGIReAMTmTSKFZ6fyWNbAOKMizjVbUDeecoTBToarKO1Qo8VEAqMDekVbnoQqF196omPKYFyIvymMTArbKLApHC8cwlDxdbuaiDXjZFkQbdYevbb6FSjWfVg6rgcMScUcUvf6Z8lq+y6ku/FnW+RcT31+NsUZp47wdhwYnl7umvFp7UIUWaqTe/WBsmWzV7C+gg2SzcI7q2irgMIF1zzkmywvp1X7bRo6Wdf16zRAi26C+B1D5SuUlI1TInrOzwKqtTWtQjpWoMeGyUeZA1pbCbS0U3r1u7r6/8fOPf+D7509c85LXYTnleZ623J792iCBBXzd7IpZp8bpxT8jE4mpNFJlg+H2qUMWp8KczNaoZcFlL3SOS0vo52/vyParkYX3KMwe86h8P/U+ssyMXuQ1lQGhJbIYHj4KcQPZTdBesuvfbUDIv99dJRNzfpDzEvgoJlAE6/Adjp4BXP4e5JTzykao7Z35McfoRSePDFGhvNOvoxdvrXiloC9jkMdL+73/XDX/fwBC3auZgYBbbmR5RCxIT1QPDUfemslSBCv2jh4r4XIMEXhZNJwpZ0OEgXldiFXk0+L1Wj37YgCtBD0VkZSYGbS/78FUfNCnY8LBLIGm7ANnP6MR6BNy7Z5GL8R0M1Sced7fYfSYF/LiSoN//uO/8f39B0YA13XBtdMxLzzPrZQhsDWpL0WaCHmI577llYTumUxeG3NcaNTHIaxpgIXeYwp45qxaiNUDyrDRZ3ewQxPl6UlVbkp1BS31Uuo5Wh7QoauDUC7zaQGFcQo977I336pXjr4NX9tabLA3olxh4GdixMR1feHz4zeEen97LQMAROJ5bpVMNG9K17YEo3pB01HicsxvNevIy6H8K2nVc2+r096wcQu49JQtsz4nXuifk2v/3HP6Ql4hjC8CESiv7A7NbtEHevXZ3qu9Jq85G13zs+XMFyGqFeRiQuvmIC5nh2L0jM/auJ9HNTsfwktQYN+s7pcyB3j3XFzS4IbAIf5+hC3mmSC4JOQ/Rdh+ENj7J5CDJHC1PXkI1LwuffbGf/8//zf+8Y9/YKBwfX1xdYCQzTkmbk0N2JAAqFDO7WCC69kU2WykiMEUoICc6uiPUK4OmJq4uqYsvXWu0yHnFq0yeA/KTV8xqUpOqT2c3GFy34t7SdvoVSsFZJAj6U3W5lbptT0Bj+WTAs/0fhbuxXwucgO5ETvayD/uphlD3w9AoyzH9QOfH7/h+nwxTL4frkCsg6Z69tWwgUFo1pW8H1i7dIj+zka5rZrPaozBe9xmbKFBnWMOjvyEiCXtMZN7VeywPAj7hQz9HeVkzTGUa67DsD4PVhbuBLLsqVsgX9PEjg1NXUMqpOFDnJH4frwJjPH789xw+WaOxLMfMmJyYExews+bQ55zTFnmU+C/Zmg+TghwMD2NChTltYW+FutFvoQc2Dvw7MLPe+GPb657X9h46sZvv/8XgZJabG8CPePX9cFzf+Of//3f+F//+F9dVrnmxMjEnB98ri+szY6UbyF+GRuoCZSW6BbPiyM5CxWJ6+ur6ZMIkQDiJXggyvn93OwljHOPBs84hE3sluS0hTESLFR43KiBHRbPp9hV69m4v39iz4nP5zSSL/UmEp1MQCsn7vum72wPqRa4MaSwXM1QBdTaQHJz9w6ggsyfVO7Mzxrsbc0LX7/9juvzhTEvovrJ9OqFVjL1kTdjgFOAunw8UnXvzRGaUqwxElHA91pYT+HHj4vtfoqD3/ki1P2zlKYAQsvbG6scE55CfxJnd1/9me/8i5yTAAEbSFmWWFgqZ2yuZoCtdR2WkC80hgq9pVyTB7e3c1BT6NBhRvMb1aHeuyBHtPfcu/Cswh/fN9cjqDSCHE0qZ/ld1KxKbaYWcaHvb2NnsDMu3ZnOcSJrkeR+P/w7xqB/TRK3rytVwdZsWuW9ZMJwziwEnDz7AR5gjkvtawO1yXwaKZZUHIQYhdNjWuzEMTd0asdLd0HgeMpnk97IMsQWtzVAqg2Vs8Qz7A4c1Ujn5DNmM/fqTWyRv26To8ddWI/zTs71ZZSXYpvvBkL2PhEPmXIKZzcjIE/HQGxkqRaKFAPIOdrQn4kYF3JelCvNsTHVjnVRRQSwwRWo4xBcHs050pzj1/5N2OvOfs1hUtUJgV/Kd6mv+R3aRpzP5qYBtx7iF9zmz77+glub3Oq1FrzV1WP1A+qNAzrfKuc0QDe5Ps/2Letn9q9O+O2hZeUj9fA0mBkhD8tQBxEI0dfum1MWrskO9ByH8TMCKA39ioFuD2OIeHJEbDDh302HwKrF1Q73fUgN8+LdZWBcF3IEVi3uSIkANImv4GvzoGoasmc/qM8WY2XQgg/mj1v5+IyAGlCRMFLtzFq5inLptVk33ViI0soBUfEYzk2VqFKIO9HytaQMOOWxTHDiBAoPNtiRoMFliY5m1rqx142nFkNUhNa3rzYe2ByFup6HOTUgFtgS0YSv8yImpAOBwFL4jJBHQjKMHYOGVSsep5DztTe2nhEpjdV5f6GwX2FoU3zrGDaU1s6/HIfLN2b4EOSjd6cHNkNptzKaAnpWPvj93or4LuAch/a3ldP5xH4539JBIk7N0x+RY/ijQVtrJDI0glAKWolyI3ehQSLntqI/NlkZAGt8QvoyBkGNh3sbPeWE+Yzn4oDjEMPeYrfn9YEKZtKNhQCf44nQNLBAPIvF86hfyNw5NPF982kGquuMnNR3+KSeLTtHYudFLyOydESw+M3nx6FbSRJ5KGRk8Z4gybOpMN5eXcqVp3a9VETXGElu5/QKrghwLhUYg8K41429H66jx8YMRi2ozZ89nCG81oO9ojeFOcIBoFIXYaD1LNR6eB3bkRA0vnPy+UchMDGNBKXrstkmnHOTJyIvnd8ExD7zwDmPRU2BN0c5V0djnSeGPYlLO4crbKVpwoFSNpMH3PvZ+1kSp5ezFdP6ISxESDbqeGUj478sAPufKudeJZ5i9g37YXjI1X5RoOz9GjwqsYrc6V+v/CfIL2R6ZWXv8cR9yAzFjPZVJ9zOg63MSwcOFGoHW7mCg5yxk7NvHM44Z4Ct15b5rr726laz0dYygS7vBGwxVbqIUmg8MK4Ln68Pfq4bz74JBM2JMV/zacdAxQLXOfAde1CzjFUG+0hT84NN7DcJI0ODzmhdxBAija3K83DoYe8lzwXh3OmQluHq/TwnRJWVj3oZaBYmNdUQ7e3Lgg4CHWg+Ng0Jw1Ha2A2hsuKqVhxlbeVENgLNY6Fyjiaxj/a0cDSEkxJlK4ZNb/T/GHrvTqMCAnkSx4noezQ22SF7s6oEWvl7EZaXI1cnLz3ha7x+5q3kbhD5W8ppIKqJvgqH7BkzJ9Z+4FmtEIcUFHd6SXEgScAOMl381qoR7TjoJKCDkvD3otyy8ghZFNBU8nYwJF8nhIk5WahXL6cXCR2BW6IgKkRJI9HoEMQPGMod7KndZOuuGOBt6Qc+ny/8/Mc/sNSRMC+GYwWGY59rYLuvsjxxIHtOrElQ5s02f9klqRmYM/CkeyHVbJ6uJUNlIIdmDk5G0/wC3DG6NPu2p71LeJnH0EuYDRnD4yZ5x0Nb46rDtsUJgcVJR+YOp7m7OfCAxm5FYuTFlCGnLtA1XwFzMtRjijMLjWcpNNLuoXqhXOn0qJZKgNWsMehePE2x+j6OjLzzRTaPS/HgqkXbeHlAh8/Zv+f/Nirb/dUBng9wOn/+zddf0PcIIT+11RitMNQeKQ/dzvmbZ9ZWi5j+xKs9Cj6nQM/tEV8yAFmuUFjlGyl5j19rWRWaVyNGCAocN1sBBEs5PY3cJRnls2s98HRzWl2HsV5qC2SpUyJkaCRwc4xm1RDd1UhEACh1zAc6rxgOyQK/CDcQaG6sQvNMkGqnsIcdDWSkjKETHPyMkRpOXCD9USrS6xJNCg//fsqCM1fc61GIqr2j5UeSZGWplEIXAayoLo8xklDZacsr+c9eLawQ8hoaT8loif8e80NSh5fVamo9qjAgDnbES47EIluuxaZQcz1jhaJOS6JKYfzb4Cocjf1qwn+hsGBzxRiJ7zp5PvDOK+00AO9K0W4juLabSge7pgz075366L//+ovluaNDI38gwnWjoUWjIXeeKiQfYoGXg3qFfEnUeKahGU42QwYDAhurPSblhJA/61K7rZnbeVbftIxHBQp8QMODq5xrdI4J5sSyptHcVAE2bn/jL6N9WbBFjCUc1dXAED8dKvn89D3nK6678fM1+qMb0XcWbDsAAB43SURBVKUQJm3jYV9rnvAUUiwFiKf8Uwozi0X+p2vDPJfhFjJKBwChj/tBYGGYGlmQODHUy5E97oUFdIbELEE41KOHXuAoVLOZ9l6HQ8oTpjFNTq3LQdrdmB9sNTpUJGZeNPxrI8TB7koA9sn3/cZVZ7nVSwben9nkFwA9JUEGdQ47DYfj/PmYbHR4nofv5GhEskYBEj1x718Q32bKNQWx+vOrgLOr8z8Ia02Xi6J1PuRlLjR9OhTyEh2GJqVCYeF0z+uo0MxRCe2qrRmmp6E3o8QueV1HvrZyFBFk1opU41sb8YrhPbXghovpWtozPMJENS2FN+zRpXLk4AiVHCHLCuz7Rmeb6e4ZlpUCrmUVUPT+7l+04XI3jP/wvpSz2AnYUIgM4IduACElgGw13JpsEJ16+E3o5HhGz8Ol6oyr7NmcD6qrROWSKs7iKZ3D0FIkE0xqQ6SLw6gCiIWZqF/alUqDUci9NSlCzXSi3eW4EOMLMSaegsaQqnYrkEyJAgr0Mm8AxWUvKIStjoCOzEByY4NnEKgkD628yr1pBNg5tHXdruVaMR1l/aqofVH60vMSoltVPc92791lnfpz3fwLtDYOq6L27nIEgaHF+o8utpAv5lO04iAGljEL8VCfxfEcIwbupU1k4Eo1bs8KZI98YDzvIUyR3Ef5iLjgGmcmkUqE2ssW13yHQtqt9fOR7Arp8fvwE63TD7pZmmCows6RZ/3EGMm6WKSGTFNIxhCbad2Adnc+z4N//vMPrPsGvj5d4jn51MYMcUE1x9690HB+ApZHEMH1DeXRKbpuARHtfQ3M5UDExlo3fv78qbwtuzk8g72etuelnGiAOatLZAG220E17g2vNjx80w0aClhoU6CKJPVZCvnmRFUSWBsX1/BdH2wkormpUsYCAgOPDPB1fVgbLk9dpAKtvbBXdazy3jhgxxRjqK58ukN4mWexMTtkzI/mPpn7uXFdF+YclPUGPV0iNIGC9f6hDXIOwZvoWkJ39XsjPe2PP/vGf/895dxGsqRwxzIEgC2Ag8JNIMSoog9MIJBj7tRDdGE5hVSGV6P7AcmyJSfE7bW6E50cV1lJhyHOQwpwC1IIYHFOO5XLcYQmWvHJVFJyLvR53Td2bYwMPEukebeIObyTx2lL2jVfeazvbxkIhXpaTUGPxGuwIKQ2l7GmSKmKZGhFQbWi0oB0yRbo2m+KxreDq9/3SFxfFxDRDK6R3FdKXoq8nxQ7cLjIfZYdjB2vZCTZI0OiRIcsTzoc3BWawFNJw7w2U8o58ZlfuH78zvXzGutJ4Kia0TQiiRv4jB097KV66T68XdpVeerDyIkRmJ+P1jWyhbtHnko+H4fDAP6VIODaZwC4nxvrWa2cxi08SmWMPBPkDaRJlquK1MNyaceTKvDSp7+jnCBDhfGzrYzzO3EOrbf2spQjGDJ+xWtNIg+EmB/+2YnV3RTb69nj139nRX1102ooX0VBD45kCe/isNZPk5/pZl8/W+09eG86VlHjap/wmvnNlqc8IEMo3Pffa3FVBI2IQvy9NTMXPiVQWU9tLk4yRIVL7kGBDInjqrfnTHVjEGwawA7c4rSitkJz5usR6BwctQkU2cepwcE5nZFSnw2FPrqUYYPbYJnwhWe7MVpA1BgYny/MH78h5xcwvhjSBldI2MUZVR85WMdOyHAbs9htwPmcDsBl1lPpjronVXngksFc6hhC2a+z7JaveNitkcYHdnEzeHHGCLpco0jN4KJxmc5t9ZbGC2jGD3prgO3Pvv6CW5unS563chQU6J/xxc5/qsPbApfbGE0zw8UXpqEgx7viCKC7N0r9cYHQJEjWB8aYrSxACX1jSGZPN4KMmABeYNVZ7bYSrIHCaNrx7KbP8Rsae2JkWXms76OckFHmyY65uVQp5ZG8F5Rk/pMvn9yOR0N6qPivOg7n75GB4aHHilQiqJSstSYel4iep3s3TUzo7D+O0YXKOBUu4vNVFCq3UB3FJC/WRA1KSRdSQmlMFSfhzQtfnx+YX79jfH5DxeAeNnX3bARb3173w7RhCNd4T9Sw7LhZ4hgFb7MOa64UbGk6vEGbruGGz7QUA/IMmj6KI4NmDLVONODUOdwJd+2M9PsMm6WB2zqF14CvP9fOv8g5ve+ir0Nmm1K022LpPN7epwIi5qCxMoWcrc/77GoE0HlHO9sSd9OMjHJNsnoYU1WxRkdEQ/mPRkUgZDSkdDpQ9kPKI3c04PxTtymWiqeu5yRUEu0hd4e4JQ/pfOe+X9vONO/o87k4ZFnXWxHIcW7URfJMHCNTociAw6HaU8uyIwYKzNerHJWoihyFiN1n6Qn13pxB9JskcLNWiGoSeLPn7fBWiplqp4MUOKQwTEMmxjUw8bAsdX0hrx+Ynx/AmHg2c1B0/g3Uq6ad4x1WB2qDnTvbzdMOa5waKbpxWvEKcUvnRR54yScIC0HQ+Ekm+8GH76xgEM5T7t+Egq1S0V4D7y8DTS3xCv8ZKZ4koR3dX3z9+fS9Qk8MO3ojAGZkF61t1Lr43fmKKFaRL6VVyIhf/729hM+geAh7PeiJ8dt1z+q/ufahWI+UBz6eTc6tPzz781gLE7nbVk4KSav3uhYIbECo88GhXsFdL3BH/1q4v3/ivm95rYGvrw++Pl+cGBgM/vmw/V5kRzmnDYc8RZCmD6R8fWYrcdbv0y11/CVnC5yOTi8M/16iW+lGuAnd7WKQMePXt5vWRawYWjZrr56aYTSKVEEOOQOuvACBPhwbMlCbNL4AEeBQ/+rbONHuL1ISc3bo7v5ghBYe11ZjNsPX7d9uJyUZEAvN6VO8UgJFpljPiQv7q4G2AjbTjnSbnGRng00QANQIryYLHAJCqrJgNl289ON433//9ZdjSroZE2jr3tYnXuEGnCt2gKEbYd7TdkPPw6A4l6Oqi0HgDp0LD2A/2lKmbgc3pdd6UHjRtWRxF86WrcxADIZIw3VG0LutvbgWMBxWnvfyfhKGILpeGSIH8m4/gt6P/7Lx3Df+EEo75sDvv/3Abz++cF0TU4hevnOPPr8TcgLHaFX45KUov8hQCFEvFBZOqFTwQiGGWwKYdG8juMVtONy2QYBzpKIRkuKwBEUB3chuFySVDYjcbkbBswsYE9f1A5gT95IcBQC1p3E63hH2Mm1QBt5UUEdkaKeoMlG9aq/h6Chk66rf5zytcHAGQKizjCLg1MGUROEHJ0amPOHIPZ+II44T/vI/qbTDn+fr73uyQ6umCf67r78spXhIkd09w0sJClIhY7QQ0Um93ZbBHLE7rMiK3Ud41Z+RyFCjrlYf1cZZX3+QxPU8QAzMMbGTDBykJnhXdA2TZ0ySd6Gawhd6gKl6Z7ZSBMYUEFMbvfGsHIKjc/mXQ+L97IX7/omff/wTtRZ+/PYD/+f/8V/48fWliWwSciTHc7y9XODl/aAzi2ONO1Sql+dGi4rFrBRy1zZRg/ksCV2BKRbUCHa+TAlNe4Xt3z2eCEFixpwX4TNRJT3btaDuojqdIdjFOqw1LNQg4PqjPFmJ+9tYQCYquSyqXufr6MftYZASNyNKe0PLgGOx3NWcYBkaA0I7gKnyXwZ+Ofc0vZeU/JfyHbQWgMgWB+U1KcMjV8cYfT2WZbze7z/KOSfMcAgioVWYkx+81qsVSxfnsPckzYnr4gLTvbaYP5xI8BhUUHhZEE2sCk8ZdRsMjf7f9q5lSZIcNzoYEVk1OshkazLd9dv6Nn3BfkBvdwZJ6ODuILOnp2rnINs5FMfGsroqMjOCxBsOQL5mzonnrXEGFyN+hk6N7MjuTTrw7E8creG+b6JAQLRLnA2jT5yPE5hdEWJrKEloVzO0E47AOho3wDRFnAe+ffsHHlfD2+PAuJ94fv+O8fyOhoH3twf+62//ib/9x7/jTVrzagxSzRzUao0IGGAKn0lGWVCxgeu82IFB1S0+XPejGbOj5yQQ4GD9Vb9vfPvxAwDw9vaOt3bStD5PCglFvFmQ3kqBJ5h7ngDy7uhj4Hq84e3939gP9ryE0Z0sMZuJ/uPG8/6B7/fEjAfOt5P5bGlHhGa6DhZS88wGf5e6Z7QqNUSCU92aTVnti6ChkaqHTTIU0ytbXjMM5aNygRkrf2IggYUJPnGkmgzM1pwTrXE63NvjgX6rrjcUfGyBu3fVcjJ+Yc0eEZiNz0nZwGitp7Mb9b/7sX+aOUdnAnwRJ9TsKlWbt/s668G5MfxxCHblshu0xsr1AOLQzJGemNm56ViDYhKB+/kDNq28aKqhNnk/BEAIH+VhQ3WTZzuQkSJyR44DEa+pEif1+T0o38NzPUujBCOM7Bw+VZz9pK85E7+9veHt8cB1MhB0xK4JZTY1iwNJ44RKqWwujWopmjNV17jtQzMskARt4RjKpQK0KM7rrA75kOBsEQJjLL+o2scI8tOMc1XxQholoRK5mR13An26rSnxw1kaMlSgoHztVk2E5p7IgnWmtYtcijlW/a5QW0hF1sGesa/QR5SV0xQRNubah1lxBDHyxNRQrFxuj1wfo9LaeWiyXAEbC8cLmabtZF+j14oXAKFJbq1pFoyMCMM0P+bNz3xOEQnsbS0JywjhwtGiSHdpUiIzogbqKJdQZtPRmjZ5mWphSanDuwH13tHotUrA0NYxUCJVM9hactrUJkqbCMVPIqtI2nKDd8G073IwMtIMtVFByMzX8x0HoYa6j6orbIH393c8Hg/2qRXRlEm8OVPmNW6BCqcjVMVgUD932Ldp37/65Zal4ldpBgmZQ02w+UWO4GpEOlpZJfZ+CXs7Gfhpi0FnhNIr9C3vzo4UCbAHbzsQ51klXWFt0RYNueeUOztuGcf6/sXI2z61QMysNI49p9r7fPXZkYmIA1DKiPcRkocK0pSvbUZZ9G5qIR+QYCqvr4tiCuY3lqvjyCy2ewnY7F/Ts4uBP1ifVKX4ZX2JI4pLky3HYAUzUNfMosYl9Ofw07TNZkdpLn9sREjzrIRyxIA6UzNXJuhXgcNBX2CMgSEftFIuDuHWbUeZKfZJ2vojYrt3H2BAPXVtlui+fbgpP+96PDhNubk/b7o5YBFkEYa+06ZaiPKkOIpA95USZn10MYgDcgAUEXXJmJIoqJfKEZ6656jYwoSsnnYgjkS0CxxRRg7rY+IeA3dPPDtdnThOnGrXkkHTOhfxVODE0ok+7qyty32Pi+JC55Xb8zIwN8bihqoyckzApiXUAkbWCVM1inZnojo0uv3MxtSODC8gvN4fTqNkWShTML7S8K0xwq79sjebdab5ysgfrM+Z0ybctnfp/7xjm4RYN7LaMBjr2AA2ge5DuFtSaxRxo4JCFMecFFbdzGBi2+9RtYJJjWkt+TLKTZFAJwrz5T59oCqlEsNXpbqqU6YkLXxwBmGnP9rQRZpE13XhcJNjpUxmmR7pcytN/SqrQxpfgbTa+3iRFQk3iYYkoqLUR+A4E6PPquccLIDEYUYLCGS+MafdlAjgIPAfhwvlKSzuOXGPiXuwMyFnsljTqkIIo8ALYbO9DFLJiFjdGn2OK6wlYTtsJqIsqTJJnV7LFGJJ1kw48r6CXIArhBzZRjE2m6uFf1HK4cUflBCunkjTA4g9ZkE+pCCRK0T2KqBoiG5YgFdK/t36fHiub7RudrvpLdq0Sx6aGKO0n0tkvOF2iJGOVm7M7ZIgKNEfBwKo9iGus4wIBQcYSaSJspd3dGxnWfdGaW0/0t9jwlkZryo8dh5z22REVPUCNGTJ5rMl6vV4oKnxNdMfs4iu7CaYfEOwRVd7bCVeG5FNMfkSklSFVZ3TGFw5wLmSOTtGn3jenemLM1SBEiqGN+QyF3NK+ERj7sVd8OyTjil3x6knLKEQjYDvShOEGVPPWQaGLYdX+mFghYLV7TSnBHdNqRbTG9K5USmcEjrUDiaFYILvaf9Z7sLgmDG02D8J9VmikFJErsVdwSXimncI4Jxr3oqHDcdhWOSipfyYNz/rIcRXAsUFFrC9vJmxu0nrh0h9wNxa9VOD5Uo+51w/F+G7B4wesjZq3ZdD1cb92GyBk75YDAgA0RQ4eGkLIbNJpiQ7Mjg/SFTRguUJnC7TBY2er6PL4ZSLGOQ8T5yXQNeHQNzTrL8S6iWSmuB0YlyPVqe0XgLBQZ8XgSONWRA+KBVwEHwwwcjj8znAInAG407hi91VkRFr6bfG+2X/WICDg1m4PhJC9Sg4ZdP5RXivqGWKKdNmgmkH2Ih/nUnR1KoOIxPJz7SlEDqLsdSg9kqpJDeWsukbFhhYWNi90N40kitlEvV+b3WsYgf59K40sRKq4gQ/n5FPL8+pXfrYqv1sPidbNhBBIht5s2/b4SCNCGau/kJRe2Z4Nev+AKM8aO42PWgl22MB1KeZti1P0Hm51o4qW3PU7AWQrY3SnS753bD8DyPdsGoD3YAY01UOpJKa5Rlugs2+szmAvardeNcVUGp6BuV7RQA8dz63Kz14M0a2WD2uPDFH6y1XYSaL3U2HDlzQ1D/RjgmWjk08cWscIQNxj+sCW4WiTMoJYV4TbCMywYFSc+BW54E4LgWIqBESqpKxz5ouJF5aM4tK9CpbNWXqVzyg/UKwBpnA/qYtnsONzKbrUwAHCGX7KPqP18/czFn35fUsHZiGYe38mlN1lZQOAC+zOeVaNIhu1xdXJdEL8xte+sH6mDlHFyPM0mal6IvwndzP6lLg3KOdfvacDcQUtKqtjnBQBYFNBm4MoWIlwRrAPjtBH6dxkFHvAcSoYFGqts+TrhT2W9HYEHrjYMf1bIMajZ6+nP1QmF+genUj8MPPOfG8n8g5cB2hus4ODPZSypyaDLYSzTblpOPh3N3cDqowwIntyKyFQuBuPoOJhsDwo3wof0cT8CDPC/2kK3HfAzc6AkyvzCSjne7+10KAdSJlRgL3SDx7Z2f2rpYl14F2Rgk09ulxzSQB9yUksFrTZJoxK2KxMcmyJBKhToF0S17mn4Q1zkbYZcWpWOFg8v/Q5DqWlO2A7ldzcswpYIs7dfiPdHQSSSF+LAalEGDTbOieo6kP0XGsDvGmwcwauAU9U+SrNfinmdOlTITVZan+lzKZZLLc/65nEyGvtoBAugdMNMR5IoJzLGuupB60ySw6ouF538Bsas+/hs+OMWo+YoNNE9c3Au+/vVd1/+hdTb5QYPv7fhaQ3FHesx2ISMzOwuzzIHiiUEVx4GwNwAM/fnyrMjDmD6Vtx8T5duFxPZTeGSsnG9bATb6RLIJp/9pRwSh/KJHV0KpQWLlSNxGnQOrAFQR9AA3Pm+013h7sLj/HYJ9bd15/PoFouC7gOk/MfhMY4FTJGLj74OdEw9tvv5EB1U3L4/qgZ+ijSxAfVQDhVE7RYDjwxnjB43HJDD9wd7cQpZa82gUI7nb3oSAMUcFzJnrvsg4ajseBw+kgPSsSOM+r3J/MuaahQe1NjTzZTHEC7qe6yB8s4JdJbtAMYxeJ67owx3g5U8gfttCxWwbYHQMARbRzs93/LHMSfsQv6aOjTRE4ACQ3yAEFeGNfPAgUA7vtYIvlnEeEzKvVDoJDbSCiXS37R8rAzMQzycJTqAxLYJdIueg7cgWigi1tyHwEDaMmSUmUMiizjDAn6qGnHJ1jIcYkYJQpnpPzNwVECEBdxO0/bdFBaZsmuj20mfmTBLUZ5pwpYr8r6H6kLY6DYyckvbm3ttdlxmeSiU42CKMGpsDLm/duTehAzJgSlMcljdwW84ApqFKJEigvKinpl5fm1DnllLmZ7AiItGDSpshSYLoEyxIC0NLmv81UBRbLr5KJjCwFYmx0RKu/sWB/6F5cD2qs7AoOWlM7cLhiLHT1oJY3K5rP64yzLY3emuCIcq3UR+vFCf3F+jSVknbm09FCR7aiNI6/ZDXVNSHxZlq4p+pqfT+muwKccKc4+n0+cw+/WZE/t40kGH7A9ZCWhvS/W0lnE09IbVFTMjhgMzXs88GVDDILFUDwdwRiNVxuwdziJAzP8MIIMualEYI2jZwqMi1ngM9pIZS1VVhJeRPiaxG7ry0TKzibBmHmNIyMzasMJKFHIOITSMPWSMzBFEvQrytoXTvwdj7kz0qwtAXoGEOABijJX48RnHfSxSyKWLsEyww7UyMQEyUoV6ps8+V2fxVR9JX8EGT4s7MYcORE3r2YbDUC974us3j9DNGrJr5ZyKOImrc0k13vp4OGYlz/72+yJdQacKpc0Bp6Z5w/WJ+0KVE8dEPlA6jASDg6Ou1bEQ1S0KcIcIwDq8mP81KpGTeOnx3uPVW36wO0T8aC7QU1u3PAXbf3ozyEl7RpZAlmDRi0c4G5tPghX4amd6q2cBNKcLG04GmaAIZ5K3igOkOXS130h9eRK7xgUy9WoY/bakBERfylCXUvftbe5BQAwsNalVoQqN3XIIRTbhzFAFj6kyqGkDb20elnT/ZtUqSYmGNOTXMQzO0mM8CmbLH2qHKYYrJWAR1p2wAwbBGMeq7rPNUlMdA93xQUDAgFJZdhXKvmkP7OcSvK36y4wAKu67MR1PgK9O2F9XQ5LAQUHS763yzD4AwettFJzIZ17jZxvTsvAaTfP8+v1iedEKyJnBD/OQweBWRnWFrV+W3L0wGvGyPCA5jAbXMFOBwFXTlIrA554TwRf4fq6yqImQl1657AkeyoULZB7MjcWnKW3bUIzfC/uXC4p7Q+zaKBszVGjhHoc2D0GzkGrmbNWXbWOnT94COef0B4gKXuCkCUtpn2RUHXZU4VTNdmU/C0TZhOlL8KrHxmyqb2WbmS4pj081zRtIi6MahhH9nqHihIZsgnzZf38ntbm0qtgUI0syBxU8XvYzCyeRznxlz1aEXohxhsqpkRSeS1DYivsYANm+OykNyAKJRW2qtE/HPO7b0bX9idi+3an4NUZZan89tZvOC9+Wh96nOSqOKF2b3hDsi4oqIGrdr8lE3vbgZDoPPyi5IRUo9j40yNZfPTlEXlKQmlSuUXJ3r3d2uGxUyld7ZIWaBC2Uiaogaxs8xLfrI+e7ZYM0t0tHAJFtUdRu+8L1AA9PvmaLzZcT0uPC5vaxbTew/3I04RkX9H0bJK0Rwcy+16R8XlMPBdyu7HumHsgsGmbpNWYP/bZPWH2p5gTpzHgVMDfjPB8YSjI7LBhew+ryH7PFTJYeEBOEgoARvLJCfzLgRPtu2ZyiTVs6dRWn4f1ufos9xtnYJKEe22GKU1xwuWZRHpdA/pwVPGZcBQcDcsRNKcqoDS9YOxhVRwKGfyu0WjlQuNWGdiXnJM4MUE/+P1KXNWFFbn7klgEYnnk9X+LVRPaUJLKEAzcJ6UpDyszooHoA5upnJrY67QPGTubonh/UGYYmvAIWIOI3pQ2rlFMpmOpPOuQylQARbjodpxpIIDUc2U6Yc6+JAy0Rls+v6Pb+j9idFvYE48zgvvj4cA5blRk5lOgiBtlSytUow0E7PNsgRIL35+CakKLCzLRmGaTQjNElhTVg0aNcbRWrkTRZuN6aXz4ASv4xiIHhVJ9vcWSisJLHdhjehaEc2tGRffWMxWnf2D3nTvLE0z3qO1V1OVGtu+XBROeoy+IYiCvXRLS/N+7rsrQrqixOk9Vt3q2Po5mfNXVVK8MtScVEhqFNY7W2k+Hg8JSixujN1qkHBW356cWTNnPlqfghDWPBGU+ZNY0ajWYiVyY4vWigiGWjikqkkwsElTXj92xsxANa9qBxlKASHDxabuJU51pE/5i/aNdRfVSQ1OeDMY1PS3KJ4QEC6WdjlkUnoMQgKlXc/jwLgHfvz4jtGfOFvD2/s7HlfD4/SMUO2UhY2Zr/aQ5uWiQ991Vo2slV+uS8qlIE2yny3a0r0LO7rM+2MLVNjsC0jTHOQs3/JU3W6AVRhzExA2BwvSETYnA1CKY3an2ZI1neFmYfK9rYEAIBr6raHEaiq9zFxB4JQDZrCLe8LUiLTrdHsQFFiFDypfsFE8e9+Wa7MsGk+v9nmF7sPBxtk7sCGKjvPA0S68vb+LUdezZQppllJmOrfeewnMZWW+9iD6eX3InP/9v3//nw/f/U+sXXO7WTFgdvDv/9w1uV2zZ4r29wJAE1yv4nQKsgDWQbxm/53fY6ZpgvTxc3bt7J8PXTcRMQDcLzjNn9eOJ/0zf9uf59fv5SuFUMhvDowZ9e9ppA3Wv4e6xk+/Tz9fGbjy57+9vo4URjd1VgkcqQCf3jdkglrQDAtKuIUmhc9If08VHdXf+lz/dqpy1r+z/t22vajOFrV3esV+tnz9vv38u+vj97+LX1z//7HiM7v3a32tr/WvWe3zS77W1/pa/4r1xZxf62v9RdcXc36tr/UXXV/M+bW+1l90fTHn1/paf9H1xZxf62v9Rdf/ATm/k4NBVbmdAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_,ax = plt.subplots()\n",
    "x_dec.show(ctx=ax)\n",
    "ax.imshow(cam_map[1].detach().cpu(), alpha=0.6, extent=(0,224,224,0),\n",
    "              interpolation='bilinear', cmap='magma');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "hook.remove()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Hook():\n",
    "    def __init__(self, m):\n",
    "        self.hook = m.register_forward_hook(self.hook_func)   \n",
    "    def hook_func(self, m, i, o): self.stored = o.detach().clone()\n",
    "    def __enter__(self, *args): return self\n",
    "    def __exit__(self, *args): self.hook.remove()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "with Hook(learn.model[0]) as hook:\n",
    "    with torch.no_grad(): output = learn.model.eval()(x.cuda())\n",
    "    act = hook.stored"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gradient CAM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "class HookBwd():\n",
    "    def __init__(self, m):\n",
    "        self.hook = m.register_backward_hook(self.hook_func)   \n",
    "    def hook_func(self, m, gi, go): self.stored = go[0].detach().clone()\n",
    "    def __enter__(self, *args): return self\n",
    "    def __exit__(self, *args): self.hook.remove()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "cls = 0\n",
    "with HookBwd(learn.model[0]) as hookg:\n",
    "    with Hook(learn.model[0]) as hook:\n",
    "        output = learn.model.eval()(x.cuda())\n",
    "        act = hook.stored\n",
    "    output[0,cls].backward()\n",
    "    grad = hookg.stored"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "w = grad[0].mean(dim=[1,2], keepdim=True)\n",
    "cam_map = (w * act[0]).sum(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_,ax = plt.subplots()\n",
    "x_dec.show(ctx=ax)\n",
    "ax.imshow(cam_map.detach().cpu(), alpha=0.6, extent=(0,224,224,0),\n",
    "              interpolation='bilinear', cmap='magma');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "with HookBwd(learn.model[0][-2]) as hookg:\n",
    "    with Hook(learn.model[0][-2]) as hook:\n",
    "        output = learn.model.eval()(x.cuda())\n",
    "        act = hook.stored\n",
    "    output[0,cls].backward()\n",
    "    grad = hookg.stored"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "w = grad[0].mean(dim=[1,2], keepdim=True)\n",
    "cam_map = (w * act[0]).sum(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_,ax = plt.subplots()\n",
    "x_dec.show(ctx=ax)\n",
    "ax.imshow(cam_map.detach().cpu(), alpha=0.6, extent=(0,224,224,0),\n",
    "              interpolation='bilinear', cmap='magma');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "jupytext": {
   "split_at_heading": true
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
